Ultralytics

What's Changed
* YOLOv8.1 blog, Explorer notebook and 2023 > 2024 updates by AyushExel in https://github.com/ultralytics/ultralytics/pull/7469
* Explorer with LanceDB, Actions and Docs updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7487
* OBB Docs updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7512
* Update OpenVINO INT8 export by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7515
* `ultralytics 8.1.1` Docs, Solutions and Export updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7545
* Update HTTP to HTTPS by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7548
* Python refactorings and simplifications by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7549
* Use `pathlib` in DOTA ops by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7552
* OBB Docs updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7568
* Update YOLOv3 and YOLOv5 YAMLs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7574
* Add docstrings to new HUB functions by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7576
* OBB: Fix plot_images by Laughing-q in https://github.com/ultralytics/ultralytics/pull/7592
* OBB: update metrics by Laughing-q in https://github.com/ultralytics/ultralytics/pull/7593
* Resize angle, count, and stage on keypoint number change by gvzdv in https://github.com/ultralytics/ultralytics/pull/7598
* Mkdocs annotations fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7600
* `ultralytics 8.1.2` scope HUB-SDK imports by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7596
* Update docs building code by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7601
* YAML reformat by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7669
* Add PR Summary step to Ultralytics Actions by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7675
* Fixed dataloader CPU bottleneck for small batch sizes by ExtReMLapin in https://github.com/ultralytics/ultralytics/pull/7659
* Update `mkdocs.yml` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7693
* `ultralytics 8.1.3` ResNet models and lighter dependencies by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7700
* Update Twitter icon in Docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7711
* `ultralytics 8.1.4` RTDETR TensorBoard graph visualization fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7725
* Update Docs robots.txt by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7728
* Bounding Box to OBB conversion by Burhan-Q in https://github.com/ultralytics/ultralytics/pull/7572
* Add `yolo_bbox2segment` docs reference by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7751
* `ultralytics 8.1.5` add OBB Tracking support by Laughing-q in https://github.com/ultralytics/ultralytics/pull/7731
* Clean up unused `imgsz` by Laughing-q in https://github.com/ultralytics/ultralytics/pull/7771
* Add HUB-SDK docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7775
* Add OBB benchmarks to CI by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7777
* Add YOLOv8-OBB https://youtu.be/Z7Z9pHF8wJc by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7780
* Update H1 in `Explorer API` docs by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/7813
* Adds toggle displaying labels in GUI and verbose log on start by AyushExel in https://github.com/ultralytics/ultralytics/pull/7804
* Fix bbox2segment converter by Laughing-q in https://github.com/ultralytics/ultralytics/pull/7814
* Add ONNX Docs integrations page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/7802
* Fix Yolo 8.0.206 scale bug by Alarmod in https://github.com/ultralytics/ultralytics/pull/7821
* `ultralytics 8.1.6` revert 8.0.206 box ops box scaling by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7823
* Explorer API video https://youtu.be/3VryynorQeo by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/7838
* Add HUB-SDK Docs reference section by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7781
* Link checks SSL insecure robustness by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7853
* Add new Retry() decorator by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7854
* Add TensorRT Docs Integrations Page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/7855
* Cleanup Docs languages by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7865
* Add millimeters in `solutions/distance_caculation.py` + `object-cropping.md` visuals by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/7860
* `ultralytics 8.1.7` `USER_CONFIG_DIR` Explorer ops by AyushExel in https://github.com/ultralytics/ultralytics/pull/7861
* Ultralytics Actions with OpenAI GPT-4 PR Summary by pderrenger in https://github.com/ultralytics/ultralytics/pull/7867
* Bump slackapi/slack-github-action from 1.24.0 to 1.25.0 in /.github/workflows by dependabot in https://github.com/ultralytics/ultralytics/pull/7871
* Add visuals in `guides/distance-calculation.md` by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/7876
* TensorRT FP16 export with `dynamic=True` by developer0hye in https://github.com/ultralytics/ultralytics/pull/7870
* Add https://youtu.be/3VryynorQeo to README and fix `converter.py` Docs by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/7883
* `ultralytics 8.1.8` new `model.save('filename.pt')` method by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7886
* Compress explorer image in `dataset/index.md` + description added for new `segmentation` datasets by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/7901
* Fix OpenVINO links by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7930
* Add `integrations/gradio` Docs page by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7935
* Add https://youtu.be/96NkhsV-W1U to docs and `heatmaps` fix by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/7944
* Segment TensorRT `batch=3` fix by DieterTimmers in https://github.com/ultralytics/ultralytics/pull/7952
* `ultralytics 8.1.9` replace `.size(0)` with `.shape[0]` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7957
* Add YouTube iframe `loading="lazy"` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8001
* Mkdocs updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8008
* Tracker: clean up GMC by Laughing-q in https://github.com/ultralytics/ultralytics/pull/8003
* Bump nick-invision/retry from 2 to 3 in /.github/workflows by dependabot in https://github.com/ultralytics/ultralytics/pull/8023
* Bump codecov/codecov-action from 3 to 4 in /.github/workflows by dependabot in https://github.com/ultralytics/ultralytics/pull/8022
* Fix TFLite INT8 for OBB by adamp87 in https://github.com/ultralytics/ultralytics/pull/7989
* Add CoreML Docs Integrations Page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/8063
* Add Roboflow 100 Dataset Docs Page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/8065
* `ultralytics 8.1.10` MLFlow, OBB, TFLite and INT8 fixes by Youho99 in https://github.com/ultralytics/ultralytics/pull/8016
* Add https://youtu.be/R42s2zFtNIY to `hub/datasets.md` and CoreML image fix by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/8085
* Update Roboflow segmentation Docs pages by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/8094
* FROM pytorch/pytorch:2.2.0-cuda12.1-cudnn8-runtime by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8104
* `ultralytics 8.1.11` expand OpenVINO INT8 ops for improved mAP by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7516
* Add https://youtu.be/q7LwPoM7tSQ to `guides/yolo-performance-metrics.md` and fix cover image for `distance_calculation.md` by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/8114
* Compress docs images by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/8124
* Updated SQL Query Plot Code by 0xSynapse in https://github.com/ultralytics/ultralytics/pull/8120
* Elaborate Train and Predict mode docs arguments by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8137
* Move Google Drive to slow tests by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8163
* Improve Coral Edge TPU guide by Skillnoob in https://github.com/ultralytics/ultralytics/pull/8160
* Try Apple M1 runners for Tests and Benchmarks CI by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8162
* Retry once for Docker CI failures by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8164
* `ultralytics 8.1.12` new `Results.show()` and `Results.save()` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8166
* Fix solution functions description + `integrations/openvino.md` cover image update by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/8170
* Pin `duckdb<=0.9.2` to avoid 0.10.0 errors by AyushExel in https://github.com/ultralytics/ultralytics/pull/8181
* New HUB Cloud Training docs page by priytosh-tripathi in https://github.com/ultralytics/ultralytics/pull/8174
* `ultralytics 8.1.13` fix `yolo train time=` bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8179
* Docs updates and improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8183
* Fix xyxyxyxyn calculation in obb result by KybernetikJo in https://github.com/ultralytics/ultralytics/pull/8188
* `ultralytics 8.1.14` new YOLOv8-World models by Laughing-q in https://github.com/ultralytics/ultralytics/pull/8054
* Fix PIL `show()` and `save()` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8202
* Remove OpenVINO INT8 RTDETRDecoder ops by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8219
* Fix xyxyxyxyn calculation, swap axis by KybernetikJo in https://github.com/ultralytics/ultralytics/pull/8249
* Improve Docs Modes tables by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8266
* `ultralytics 8.1.15` add Python 3.12 compatibility by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8210
* Expand `Model` method type hinting by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8279
* `ultralytics 8.1.16` OBB ConfusionMatrix support by Laughing-q in https://github.com/ultralytics/ultralytics/pull/8299
* Move Explorer tests to scheduled CI by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8305
* Remove JAX constraints in Exporter by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8309
* `Model` typehints Docker fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8306
* Fix an issue with flatbuffer version for Raspberry Pi by lakshanthad in https://github.com/ultralytics/ultralytics/pull/8311
* Update Dockerfile for Raspberry Pi Support by lakshanthad in https://github.com/ultralytics/ultralytics/pull/8123
* Avoid creating `-hub` dir without processing images by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8334
* Added check of parameter type before setting `required_grad=True` for frozen layers by alexsu52 in https://github.com/ultralytics/ultralytics/pull/8318
* Add `estimate_speed(region_color)` parameter by hi-sushanta in https://github.com/ultralytics/ultralytics/pull/8285
* Add simple-utilities.md Docs page by Burhan-Q in https://github.com/ultralytics/ultralytics/pull/8269
* Update `mkdocs-ultralytics-plugin>=0.0.44` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8347
* `ultralytics 8.1.17` fix `ClassificationDataset` caching by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8358
* Add missing single-line docstrings by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8362
* `ultralytics 8.1.18` add cmake for building onnxsim on aarch64 by lakshanthad in https://github.com/ultralytics/ultralytics/pull/8395
* Allow Annotator PIL.Image inputs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8397
* Add Non-Maximum Suppression (NMS) `inplace` flag by AlainSchoebi in https://github.com/ultralytics/ultralytics/pull/8368
* Compare `plt.get_backend()` in lowercase by Mactarvish in https://github.com/ultralytics/ultralytics/pull/8409
* Improve Docs arguments tables by Burhan-Q in https://github.com/ultralytics/ultralytics/pull/8415
* Add plot_images `conf_thresh` parameter by deanmark in https://github.com/ultralytics/ultralytics/pull/8446
* Add YOLOv9 Docs page by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8478
* Rename `model_id` to `model.id` by kaikai23 in https://github.com/ultralytics/ultralytics/pull/8447
* `ultralytics 8.1.19` PNNX `aarch64` linux fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8480
* Add TorchScript Docs Integrations Page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/8501
* Do RTDETR file suffix check using pathlib instead of string manipulations by birdcolour in https://github.com/ultralytics/ultralytics/pull/8525
* Add TFLite Docs Integrations Page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/8522
* Fix undefined ‘im_array’ bug in predict.md by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8565
* Add https://youtu.be/ie3vLUDNYZo and other YT videos in Docs by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/8551
* Hold failed upload metrics and upload with next upload metrics by hassaanfarooq01 in https://github.com/ultralytics/ultralytics/pull/8513
* `ultralytics 8.1.20` add YOLOv8x-World support by Laughing-q in https://github.com/ultralytics/ultralytics/pull/8539
* Fix device counting method to account for double-digit device IDs by omarzd in https://github.com/ultralytics/ultralytics/pull/8502
* Remove unused variables by Kayzwer in https://github.com/ultralytics/ultralytics/pull/8511
* Add NCNN Docs Integrations Page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/8562
* Optimize function calls to method calls by Kayzwer in https://github.com/ultralytics/ultralytics/pull/8507
* Replacing Images for torchscript.md by abirami-vina in https://github.com/ultralytics/ultralytics/pull/8596
* Fix cmake requirements for ARM64 by lakshanthad in https://github.com/ultralytics/ultralytics/pull/8589
* Add https://youtu.be/rCggzXRRSRo to Speed Estimation Docs by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/8577
* Add KaTeX support + updates to YOLOv9 model page by Burhan-Q in https://github.com/ultralytics/ultralytics/pull/8531
* Replace `onnx2tf` usage from CLI to Python by ALMerrill in https://github.com/ultralytics/ultralytics/pull/8429
* Update IoU capitalization by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8604
* Update TFLite Docs images by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8605
* Add `distance calculation` feature in `vision-eye` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8616
* `ultralytics 8.1.21` Add YOLOv8-World-v2 models by Laughing-q in https://github.com/ultralytics/ultralytics/pull/8580
* `ultralytics 8.1.22` HUB model `pathlib` fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8621
* `ultralytics 8.1.23` add YOLOv9-C and E models by Laughing-q in https://github.com/ultralytics/ultralytics/pull/8571
* Add settings `runs_dir` == `datasets_dir` warning by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8653
* Add Ultralytics HUB Cloud Training banner to Docs by sergiuwaxmann in https://github.com/ultralytics/ultralytics/pull/8656
* Update CITATION.cff with cffinit corrections by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8658
* Update Colab notebook for YOLOv8.1 by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8660
* `ultralytics 8.1.24` new OpenVINO 2023.3 export updates by adrianboguszewski in https://github.com/ultralytics/ultralytics/pull/8417
* OBB: Fix when training on zip data by Laughing-q in https://github.com/ultralytics/ultralytics/pull/8680
* Object Counter improvements by hdnh2006 in https://github.com/ultralytics/ultralytics/pull/8648
* Clarify triton server boolean value by bobyard-com in https://github.com/ultralytics/ultralytics/pull/8532
* Add `model.eval()` in TensorBoad graph visualization to avoid BN stats changes by Y-T-G in https://github.com/ultralytics/ultralytics/pull/8629
* Add domain checks to CI docs page by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8714
* `ultralytics 8.1.25` OpenVINO `LATENCY` and `THROUGHPUT` modes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8058
* Add https://youtu.be/OpWpBI35A5Y to inference-api Docs by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/8717
* OpenVino 2024.0.0 by johnnynunez in https://github.com/ultralytics/ultralytics/pull/8726
* Fix tfjs exports for ARM64 Dockerfile by lakshanthad in https://github.com/ultralytics/ultralytics/pull/8766
* Modify tuner best.pt logic to train first by finlaymorrison in https://github.com/ultralytics/ultralytics/pull/8792
* Update CI.md with CI links by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8786
* Add https://youtu.be/ZzUSXQkLbNw to Integration Docs by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/8793
* `ultralytics 8.1.25` fix `**kwargs: (dict)` warnings by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8815
* Add docs guide terminal images by Burhan-Q in https://github.com/ultralytics/ultralytics/pull/8819
* `RTDETRDetectionModel` TorchScript, ONNX Predict and Val support by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8818
* New `MLFLOW_KEEP_RUN_ACTIVE` flag for enhanced MLflow run management by massimiliano96 in https://github.com/ultralytics/ultralytics/pull/8808
* `ultralytics 8.1.26` `LoadImagesAndVideos` batched inference by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8817
* Update `fraction` arg to employ a random selection by johnnynunez in https://github.com/ultralytics/ultralytics/pull/8234
* Batch inference fixes by Burhan-Q in https://github.com/ultralytics/ultralytics/pull/8854
* Integrate OpenVINO `CUMULATIVE_THROUGHPUT` mode batched inference by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8834
* Add PaddlePaddle Docs Integrations Page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/8858
* `ultralytics 8.1.27` batched tracking fixes by Laughing-q in https://github.com/ultralytics/ultralytics/pull/8842
* Faster batch `same_shapes` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8851
* More robust PNNX downloads by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8866
* Fix `test_mlflow_keep_run_active()` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8868
* Add polygon regions drawing support in `object-counting.md` and minor docs update by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/8885
* Add TFLite Edge TPU Docs Integrations Page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/8900
* Update Docs README by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8919
* Fix `names` bug when exporting YOLOv8-World to ONNX by jamjamjon in https://github.com/ultralytics/ultralytics/pull/8941
* New test for labels and crops by Burhan-Q in https://github.com/ultralytics/ultralytics/pull/8861
* Optimize TFJS export on ARM64 by lakshanthad in https://github.com/ultralytics/ultralytics/pull/8946
* `ultralytics 8.1.28` avoid * ops on bool Tensors for RT-DETR OpenVINO export by Kayzwer in https://github.com/ultralytics/ultralytics/pull/8937
* Add https://youtu.be/YDXKa1EljmU and https://youtu.be/5BO0Il_YYAg to Docs by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/8958
* `ultralytics 8.1.29` improved disk space checking on correct path by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/8977
* Add OpenVINO Latency vs Throughput modes Docs page by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9001
* Add `brain-tumor` dataset docs page by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/9041
* Fix Neural Magic links by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9144
* Updating a typo on paddlepaddle.md by abirami-vina in https://github.com/ultralytics/ultralytics/pull/9108
* `ultralytics 8.1.30` add advanced HUB train arguments by kalenmike in https://github.com/ultralytics/ultralytics/pull/9110
* fix yolo classify model loading error by DseidLi in https://github.com/ultralytics/ultralytics/pull/9196
* Add TF GraphDef Docs Integrations Page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/9203
* `ultralytics 8.1.31` NCNN and CLIP updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9235
* Fix TypeError in check_cfg() by zhaoruibing in https://github.com/ultralytics/ultralytics/pull/9245
* Add https://youtu.be/aeAX6vWpfR0 to docs & `african-wildlife` dataset docs page by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/9102
* Add TF SavedModel Docs Integrations Page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/9162
* Limit `ray<2.9.3` due to bug in `ray==2.10.0` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9254
* `ultralytics 8.1.32` fix CLIP backwards compatibility by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9253
* Conda cv2 ImportError libEGL.so.1 fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9255
* Fix `IS_PYTHON_3_12` bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9258
* Reverse IoU threshold for NMS docs descriptions by plashchynski in https://github.com/ultralytics/ultralytics/pull/9151
* Add `bgr` hyperparameter by Laughing-q in https://github.com/ultralytics/ultralytics/pull/9139
* Update pyproject.toml `[tool.pytest.ini_options]` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9259
* Fix OpenVINO missing batch-size bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9264
* `ultralytics 8.1.33` fix HUB model checks by kalenmike in https://github.com/ultralytics/ultralytics/pull/9153
* Update Discord and Contributing Guide URLs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9270
* Add https://youtu.be/uDrn9QZJ2lk and `object_counting.py`, `ai_gym.py` updates by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/9265
* `ultralytics 8.1.34` Inference API robust imgsz checks by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9274
* Bump contributor-assistant/github-action from 2.3.1 to 2.3.2 in /.github/workflows by dependabot in https://github.com/ultralytics/ultralytics/pull/9279
* Add https://youtu.be/u3pLlgzUeV8 to docs by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/9367
* Fix typo in YOLOv8-Libtorch-CPP-Inference by higor-melo in https://github.com/ultralytics/ultralytics/pull/9330
* Simplify metrics calculation by Kayzwer in https://github.com/ultralytics/ultralytics/pull/9338
* Fix typo in example readme by ericphanson in https://github.com/ultralytics/ultralytics/pull/9306
* Specify YOLODataset task arg during INT8 calibration by sifan-intel in https://github.com/ultralytics/ultralytics/pull/9309
* `ultralytics 8.1.35` simplify network modules by Laughing-q in https://github.com/ultralytics/ultralytics/pull/9321
* `ultralytics 8.1.36` improve train stop robustness `epoch + 1 >= self.epochs` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9384
* `ultralytics 8.1.37` fix empty `sys.argv` bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9390
* Improved float `workspace` arg for TRT exports by zldrobit in https://github.com/ultralytics/ultralytics/pull/9407
* onnxruntime cpp yolo-cls fp16 fix by Myyura in https://github.com/ultralytics/ultralytics/pull/9412
* Fix `None` `prevKeyPoints` for multi-object tracking by mlurbur in https://github.com/ultralytics/ultralytics/pull/9386
* Update parameter explanations by fcakyon in https://github.com/ultralytics/ultralytics/pull/9428
* Fix TFLite Segment mask rows 1-4 normalization by charlesollion in https://github.com/ultralytics/ultralytics/pull/9405
* `ultralytics 8.1.38` fix deprecated Ray Tune `.is_session_enabled()` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9432
* Faster `best.pt` checkpoint saving by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9436
* Immediate checkpoint serialization by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9437
* Favor EMA over `model` in train checkpoints by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9433
* Define fallback `model.names` from Predictor by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9439
* Save optimizer as FP16 for smaller checkpoints by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9435
* New 🌟 per-class object counting feature and updates by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/9443
* `ultralytics 8.1.39` add YOLO-World training by Laughing-q in https://github.com/ultralytics/ultralytics/pull/9268
* Fix YAML model size parsing bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9447
* Deprecations fix `TORCH_NCCL_BLOCKING_WAIT` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9448
* Scope `ultralytics/CLIP` imports by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9449
* FROM pytorch/pytorch:2.2.2-cuda12.1-cudnn8-runtime by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9452
* `ultralytics 8.1.40` search in Python sets `{}` for speed by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9450
* Fix LVIS dataset links by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9465
* Retry `check_requirements` once on failure by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9466
* Define export formats `model.names` attribute by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9474
* `ultralytics 8.1.41` DDP resume untrained-checkpoint fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9453
* Fix TensorRT inference issue on NVIDIA Jetson by lakshanthad in https://github.com/ultralytics/ultralytics/pull/9482
* Add NVIDIA Jetson Quick Start Guide by lakshanthad in https://github.com/ultralytics/ultralytics/pull/9484
* New 🌟 Queue-Management code & docs by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/9494
* Fix Windows AttributeError: 'NoneType' object has no attribute 'encoding' by gs80140 in https://github.com/ultralytics/ultralytics/pull/9496
* Fix learning rate gap on resume by Laughing-q in https://github.com/ultralytics/ultralytics/pull/9468
* `ultralytics 8.1.42` add YOLOv9 Segment models by Burhan-Q in https://github.com/ultralytics/ultralytics/pull/9296
* Add https://youtu.be/eHuzCNZeu0g to docs and integration updates by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/9525
* Add TF.js Docs Integrations Page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/9512
* Solutions updates by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/9548
* Add https://youtu.be/LGGxqLZtvuw to docs & bbox dimension retrieval utilities. by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/9679
* `ultralytics 8.1.43` 40% faster `ultralytics` imports by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9547
* Fix `is_online()` for faster offline imports by khoalu in https://github.com/ultralytics/ultralytics/pull/9544
* Update example dataset visual by IvorZhu331 in https://github.com/ultralytics/ultralytics/pull/9559
* New `is_raspberrypi` function by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9826
* `ultralytics 8.1.44` add `IS_RASPBERRYPI` and constants refactor by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9827
* Fix missing Tuner `ckpt_file` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9847
* PEP660 support for `pip install -e .` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9851
* `ultralytics 8.1.45` fix RAM cache with mosaic buffer by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9828
* Add `IS_JETSON` constant by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9852
* Fix proc_device_model name for NVIDIA Jetson by lakshanthad in https://github.com/ultralytics/ultralytics/pull/9876
* Improve PNNX download robustness by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9884
* Update cla.yml by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9905
* OBB: Fix distorted plotting by Laughing-q in https://github.com/ultralytics/ultralytics/pull/9899
* Pin PNNX to avoid PNNX==20240410 bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9953
* `ultralytics 8.1.46` add TensorRT 10 support by Burhan-Q in https://github.com/ultralytics/ultralytics/pull/9516
* Update ci.yaml for Classify-first benchmarking by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9949
* Classify datasets docs example structure update by stormsson in https://github.com/ultralytics/ultralytics/pull/9926
* Fix `h5py` wheel builds on arm64 Dockerfiles by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/9956
* Add https://youtu.be/H3qL8ImCSV8 to docs and dataset updates by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/9990

* Add https://youtu.be/SArFQs6CHwk to docs by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/10014
* Fix increment `+=2` bug in object_counter.py by mianusman618 in https://github.com/ultralytics/ultralytics/pull/9998
* Create merge-main-into-prs.yml by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/10031
* Update merge-main-into-prs.yml by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/10032
* Fix `overrides` training cfg bug by DseidLi in https://github.com/ultralytics/ultralytics/pull/10002
* Update hub.ipynb by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/10062
* Update HUB notebook URLs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/10063
* HUB checkpoint upload fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/10088
* Update Docs for YOLO-World Training ✅ by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/10058
* Parameterize `kpts` plotting `conf=0.25` by datstat-consulting in https://github.com/ultralytics/ultralytics/pull/10044
* Improve PNNX assets check robustness by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/10089
* Check Google DNS for `is_online()` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/10095
* Raspberry Pi 5 self-hosted CI by lakshanthad in https://github.com/ultralytics/ultralytics/pull/8828

New Contributors
* gvzdv made their first contribution in https://github.com/ultralytics/ultralytics/pull/7598
* Alarmod made their first contribution in https://github.com/ultralytics/ultralytics/pull/7821
* DieterTimmers made their first contribution in https://github.com/ultralytics/ultralytics/pull/7952
* Youho99 made their first contribution in https://github.com/ultralytics/ultralytics/pull/8016
* 0xSynapse made their first contribution in https://github.com/ultralytics/ultralytics/pull/8120
* lakshanthad made their first contribution in https://github.com/ultralytics/ultralytics/pull/8311
* alexsu52 made their first contribution in https://github.com/ultralytics/ultralytics/pull/8318
* hi-sushanta made their first contribution in https://github.com/ultralytics/ultralytics/pull/8285
* AlainSchoebi made their first contribution in https://github.com/ultralytics/ultralytics/pull/8368
* kaikai23 made their first contribution in https://github.com/ultralytics/ultralytics/pull/8447
* birdcolour made their first contribution in https://github.com/ultralytics/ultralytics/pull/8525
* omarzd made their first contribution in https://github.com/ultralytics/ultralytics/pull/8502
* ALMerrill made their first contribution in https://github.com/ultralytics/ultralytics/pull/8429
* hdnh2006 made their first contribution in https://github.com/ultralytics/ultralytics/pull/8648
* bobyard-com made their first contribution in https://github.com/ultralytics/ultralytics/pull/8532
* Y-T-G made their first contribution in https://github.com/ultralytics/ultralytics/pull/8629
* massimiliano96 made their first contribution in https://github.com/ultralytics/ultralytics/pull/8808
* DseidLi made their first contribution in https://github.com/ultralytics/ultralytics/pull/9196
* zhaoruibing made their first contribution in https://github.com/ultralytics/ultralytics/pull/9245
* higor-melo made their first contribution in https://github.com/ultralytics/ultralytics/pull/9330
* ericphanson made their first contribution in https://github.com/ultralytics/ultralytics/pull/9306
* sifan-intel made their first contribution in https://github.com/ultralytics/ultralytics/pull/9309
* zldrobit made their first contribution in https://github.com/ultralytics/ultralytics/pull/9407
* mlurbur made their first contribution in https://github.com/ultralytics/ultralytics/pull/9386
* charlesollion made their first contribution in https://github.com/ultralytics/ultralytics/pull/9405
* gs80140 made their first contribution in https://github.com/ultralytics/ultralytics/pull/9496
* khoalu made their first contribution in https://github.com/ultralytics/ultralytics/pull/9544
* IvorZhu331 made their first contribution in https://github.com/ultralytics/ultralytics/pull/9559
* stormsson made their first contribution in https://github.com/ultralytics/ultralytics/pull/9926
* mianusman618 made their first contribution in https://github.com/ultralytics/ultralytics/pull/9998
* datstat-consulting made their first contribution in https://github.com/ultralytics/ultralytics/pull/10044

**Full Changelog**: https://github.com/ultralytics/ultralytics/compare/v8.1.0...v8.2.0

What's Changed
* Update YOLOv5 v7.0 Banner Assets by pderrenger in https://github.com/ultralytics/assets/pull/2
* Add files via upload by glenn-jocher in https://github.com/ultralytics/assets/pull/3
* Add files via upload by glenn-jocher in https://github.com/ultralytics/assets/pull/4
* Add files via upload by glenn-jocher in https://github.com/ultralytics/assets/pull/7
* Update LICENSE to AGPL-3.0 by glenn-jocher in https://github.com/ultralytics/assets/pull/8
* Update Neural Magic logos by glenn-jocher in https://github.com/ultralytics/assets/pull/9
* Update HUB banner with Pose runner by glenn-jocher in https://github.com/ultralytics/assets/pull/10
* Add tasks banner-tasks.png by glenn-jocher in https://github.com/ultralytics/assets/pull/11
* docs: add assets for docs hub projects by sergiuwaxmann in https://github.com/ultralytics/assets/pull/12
* docs: add assets for docs hub datasets by sergiuwaxmann in https://github.com/ultralytics/assets/pull/13
* docs: add assets for docs hub models by sergiuwaxmann in https://github.com/ultralytics/assets/pull/14
* Add files via upload by glenn-jocher in https://github.com/ultralytics/assets/pull/19
* Add YV23 banner by glenn-jocher in https://github.com/ultralytics/assets/pull/20
* Create README.md by glenn-jocher in https://github.com/ultralytics/assets/pull/21
* Add discord emotes by glenn-jocher in https://github.com/ultralytics/assets/pull/23
* Update README.md by glenn-jocher in https://github.com/ultralytics/assets/pull/22
* Improve README by pderrenger in https://github.com/ultralytics/assets/pull/25
* Update github banner by glenn-jocher in https://github.com/ultralytics/assets/pull/26
* Update contributors by glenn-jocher in https://github.com/ultralytics/assets/pull/28
* Update format.yml by UltralyticsAssistant in https://github.com/ultralytics/assets/pull/32
* Add files via upload by glenn-jocher in https://github.com/ultralytics/assets/pull/33
* Update Actions with Lychee and GitHub Token by pderrenger in https://github.com/ultralytics/assets/pull/34

New Contributors
* pderrenger made their first contribution in https://github.com/ultralytics/assets/pull/2
* glenn-jocher made their first contribution in https://github.com/ultralytics/assets/pull/3
* sergiuwaxmann made their first contribution in https://github.com/ultralytics/assets/pull/12
* UltralyticsAssistant made their first contribution in https://github.com/ultralytics/assets/pull/32

**Full Changelog**: https://github.com/ultralytics/assets/compare/v0.0.0...v8.1.0

* PIL `.get_size()` deprecation fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/302
* Revert PIL deprecation fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/305
* COCO8 and COCO8-seg Pytest and CI updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/307
* General `ultralytics==8.0.6` updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/351
* Directory fix for git installs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/355
* Reorder Dockerfile for reduced rebuilding by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/358
* Docker layer reorganization 2 by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/362
* General refactoring and improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/373
* Ultralytics Live Session 3 - YOLOv8 https://youtu.be/IPcpYO5ITa8 by pderrenger in https://github.com/ultralytics/ultralytics/pull/378
* New YOLOv8 `Results()` class for prediction outputs by AyushExel in https://github.com/ultralytics/ultralytics/pull/314
* Fix predict bug on show=True by AyushExel in https://github.com/ultralytics/ultralytics/pull/452
* CLI Simplification by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/449
* fix im_files by Laughing-q in https://github.com/ultralytics/ultralytics/pull/460
* Improved CLI error reporting for users by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/458
* Fix model re-fuse() in inference loops by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/466
* `ultralytics 8.0.11` bug fixes and performance improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/495
* `ultralytics 8.0.12` - Hydra removal by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/506
* Fix entrypoint(debug=False) to True by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/530
* Fix `v.replace(" ", "")` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/531
* `ultralytics 8.0.14` Hydra removal fixes and cleanup by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/542
* Threadpool fixes and CLI improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/550
* 8.0.15 CLI float bug fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/567
* Remove GitPython dependency by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/568
* DDP config error fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/578
* `ultralytics 8.0.18` new python callbacks and minor fixes by AyushExel in https://github.com/ultralytics/ultralytics/pull/580
* `ultralytics 8.0.19` seg/det dataset warning and DDP-cls/seg fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/595
* New `guess_model_task()` function by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/614
* `ultralytics 8.0.20` CLI `yolo` simplifications, DDP and ONNX fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/608
* fix overlap_mask by Laughing-q in https://github.com/ultralytics/ultralytics/pull/651
* `ultralytics 8.0.21` Windows, segments, YAML fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/655
* DDP, Comet, URLError fixes, improved error handling by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/658
* Support prediction of list of sources, in-memory dataset and other improvements by AyushExel in https://github.com/ultralytics/ultralytics/pull/685
* `imgsz` warning fix, download function consolidation by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/681
* `ultralytics 8.0.24` mosaic, DDP, download fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/703
* ImageNet names, classify inference, resume fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/712
* Use new OpenVINO API instead of deprecated by adrianboguszewski in https://github.com/ultralytics/ultralytics/pull/736
* `ultralytics 8.0.26` new YOLOv5u models by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/771
* Support fuse-deconv-and-bn by triple-Mu in https://github.com/ultralytics/ultralytics/pull/786
* Add `max_dim==2` argument to `check_imgsz()` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/789
* Update YOLOv5 YAMLs to 'u' YAMLs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/800
* `ultralytics 8.0.29` DDP-cls and default arg fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/813
* Setup template for community examples by AyushExel in https://github.com/ultralytics/ultralytics/pull/718
* `ultralytics 8.0.30` Docker, rect, data=*.zip updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/832
* TAL `min_memory` argument, precommit, Docker fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/836
* Return metrics, Update docs by Laughing-q in https://github.com/ultralytics/ultralytics/pull/846
* `ultralytics 8.0.31` updates and fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/857
* `ultralytics 8.0.32` HUB and TensorFlow fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/870
* [Snyk] Security upgrade wheel from 0.30.0 to 0.38.0 by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/887
* Command injection and Path traversal security fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/888
* `ultralytics 8.0.33` security updates and fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/896
* `ultralytics 8.0.34` security updates and fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/924
* `ultralytics 8.0.35` TensorRT, ONNX and OpenVINO predict and val by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/929
* Add YOLOv8 ONNX C++ inference Example by JustasBart in https://github.com/ultralytics/ultralytics/pull/856
* Check PyTorch model status for all `YOLO` methods by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/945
* `ultralytics 8.0.37` add TFLite metadata in AutoBackend by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/953
* Fix `yolo checks` as a package bug in Colab by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/972
* `ultralytics 8.0.38` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/977
* Integrate ByteTracker and BoT-SORT trackers by Laughing-q in https://github.com/ultralytics/ultralytics/pull/788
* `ultralytics 8.0.39` add ByteTracker and BoT-SORT trackers and fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/984
* `ultralytics 8.0.40` TensorRT metadata and Results visualizer by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1014
* Update `.pre-commit-config.yaml` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1026
* [Example] YOLOv8-OpenCV-ONNX-Python by frdteknikelektro in https://github.com/ultralytics/ultralytics/pull/1007
* `ultralytics 8.0.41` TF SavedModel and EdgeTPU export by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1034
* `ultralytics 8.0.42` DDP fix and Docs updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1065
* `ultralytics 8.0.43` optimized `Results` class and fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1069
* `ultralytics 8.0.44` export and task fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1088
* `ultralytics 8.0.45` segment CUDA and DDP callback fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1137
* `ultralytics 8.0.46` TFLite and Benchmarks updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1141
* [Snyk] Fix for 2 vulnerabilities by snyk-bot in https://github.com/ultralytics/ultralytics/pull/1051
* `ultralytics 8.0.47` Docker and reformat updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1153
* `ultralytics 8.0.48` Edge TPU fix and Metrics updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1171
* `ultralytics 8.0.49` task, exports and metadata updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1197
* `ultralytics 8.0.50` AMP check and YOLOv5u YAMLs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1263
* `ultralytics 8.0.51` add assets and CI actions by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1296
* `ultralytics 8.0.52` reduced TAL CUDA usage and AMP check fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1333
* `ultralytics 8.0.53` DDP AMP and Edge TPU fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1362
* Docs URL fixes and YAML updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1383
* Check for broken links by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1422
* `ultralytics 8.0.54` TFLite export improvements and fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1447
* `ultralytics 8.0.55` unified YOLOv8 model YAMLs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1475
* Broken link fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1537
* `ultralytics 8.0.56` PyTorch 2.0 support and minor fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1538
* `ultralytics 8.0.57` Comet, AMP, Classify, Docker updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1601
* `ultralytics 8.0.58` new SimpleClass, fixes and updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1636
* Add YOLOv5 tutorials to docs.ultralytics.com by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1657
* `ultralytics 8.0.59` new MLFlow and feature updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1720
* `8.0.60` new HUB training syntax by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1753
* HUB CI fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1776
* `ultralytics 8.0.62` HUB Syntax updates and fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1795
* `ultralytics 8.0.63` CLI AMP check fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1838
* Revert 1783 fix callbacks by reference by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1847
* `ultralytics 8.0.65` HUB COCO128 fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1848
* `ultralytics 8.0.66` YOLOv8 Pose models by AyushExel in https://github.com/ultralytics/ultralytics/pull/1347
* `ultralytics 8.0.67` Pose speeds, Comet and ClearML updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1871
* `ultralytics 8.0.68` HUB zipfile without suffix fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1877
* `ultralytics 8.0.69` HUB CI and ClearML fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1888
* `ultralytics 8.0.70` minor fixes and improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1892
* `ultralytics 8.0.71` updates and fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1907
* Update version of PyTorch <2.0 by gustavo-moura in https://github.com/ultralytics/ultralytics/pull/1794
* `ultralytics 8.0.72` faster Windows trainings and corrupt cache fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1912
* `ultralytics 8.0.73` minor fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1929
* `ultralytics 8.0.74` Pose labels, fp64 labels, Ensemble fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1956
* Fix Chinese README by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1965
* `ultralytics 8.0.75` fixes and updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/1967
* `ultralytics 8.0.76` minor fixes and improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2004
* `ultralytics 8.0.77` Ray[Tune] for hyperparameter optimization by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2014
* Update LICENSE to AGPL-3.0 by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2031
* `ultralytics 8.0.78` Docker and confusion matrix updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2035
* Dockerfile for NVIDIA Jetson devices by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2050
* `ultralytics 8.0.79` expand Docs reference section by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2053
* `ultralytics 8.0.80` single-line docstring fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2060
* `ultralytics 8.0.81` single-line docstring updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2061
* `ultralytics 8.0.82` docs updates and fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2098
* `ultralytics 8.0.83` Neptune AI logging addition by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2130
* `ultralytics 8.0.84` results JSON outputs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2171
* Update links to https://docs.ultralytics.com by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2182
* `ultralytics 8.0.85` docs and events updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2189
* `ultralytics 8.0.86` HUB resume, Classify train and RayTune fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2200
* `ultralytics 8.0.87` improved Pose models by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2202
* `ultralytics 8.0.88` Pose TFLite model fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2261
* [Snyk] Security upgrade numpy from 1.21.3 to 1.22.2 by snyk-bot in https://github.com/ultralytics/ultralytics/pull/2188
* `ultralytics 8.0.89` SAM predict and auto-annotate by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2298
* `ultralytics 8.0.90` actions and docs improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2326
* `ultralytics 8.0.91` tracker fix and docs comments by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2343
* `ultralytics 8.0.92` updates and fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2361
* `ultralytics 8.0.93` HUB docs and JSON2YOLO converter by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2431
* Fix Jetson Docker by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2433
* `ultralytics 8.0.94` HUBDatasetStats() Segment and Pose support by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2450
* `ultralytics 8.0.96` TAL speed and memory improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2484
* `ultralytics 8.0.97` confusion matrix, windows, docs updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2511
* `ultralytics 8.0.98` add Baidu RT-DETR models by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2527
* `ultralytics 8.0.99` HUB resume fix and Docs updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2567
* `ultralytics 8.0.100` add Mosaic9() augmentation by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2605
* fix loss by Laughing-q in https://github.com/ultralytics/ultralytics/pull/2614
* `ultralytics 8.0.101` mosaic9() and loss bug fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2608
* `ultralytics 8.0.103` minor fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2634
* `ultralytics 8.0.104` bug fixes and `thop` dependency removal by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2665
* `ultralytics 8.0.105` classification hyp fix and new `onplot` callbacks by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2684
* `ultralytics 8.0.106` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2736
* `ultralytics 8.0.107` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2778
* Buffered Mosaic for reduced HDD reads by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2791
* `ultralytics 8.0.108` add Meituan YOLOv6 models by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2811
* `ultralytics 8.0.109` HUB training fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2818
* Move loss to task heads by AyushExel in https://github.com/ultralytics/ultralytics/pull/2825
* Add Conv2() module by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2820
* `build_optimizer()` assign all parameters by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2855
* New dataset `fraction=1.0` argument by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2860
* New train `profile` argument for loggers by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2862
* Revert loss head PR by AyushExel in https://github.com/ultralytics/ultralytics/pull/2873
* Fix numpy FP64 bug in augmentation by Laughing-q in https://github.com/ultralytics/ultralytics/pull/2841
* Fix KeyError:line_thickness by setwgx in https://github.com/ultralytics/ultralytics/pull/2852
* kwargs override `cfg` argument in model.train (2839) by Interpause in https://github.com/ultralytics/ultralytics/pull/2853
* Remove Sentry from requirements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2878
* Rename predictor postprocess `orig_img` to `orig_imgs` by afifaniks in https://github.com/ultralytics/ultralytics/pull/2877
* `ultralytics 8.0.110` new `profile` and `fraction` train args by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2880
* Add ProfileModel `min_time=60`s argument by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2881
* Update security policy by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2884
* Fix `Conv2()` fusing by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2885
* Fix DDP classify train `imgsz` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2897
* Refactor best YouTube URL and add `yt_dlp` option by tekert in https://github.com/ultralytics/ultralytics/pull/2901
* Import `ultralytics.nn.tasks` as `ultralytics.nn` by AyushExel in https://github.com/ultralytics/ultralytics/pull/2889
* Move loss calculation to head by AyushExel in https://github.com/ultralytics/ultralytics/pull/2874
* Update `generate_ddp_file` for improved `overrides` by Laughing-q in https://github.com/ultralytics/ultralytics/pull/2909
* `ultralytics 8.0.111` refactored `model.loss()` method by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2911
* Update stream_loaders.py to `Path().absolute()` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2915
* W&B updates by AyushExel in https://github.com/ultralytics/ultralytics/pull/2895
* Fix `save_txt` in track mode and add Keypoints and Probs by Laughing-q in https://github.com/ultralytics/ultralytics/pull/2921
* Task augment by Laughing-q in https://github.com/ultralytics/ultralytics/pull/2924
* Update license and tasks docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2941
* Optionally `train_args` on attempt_load_weights() by AyushExel in https://github.com/ultralytics/ultralytics/pull/2928
* `ultralytics 8.0.112` augment, results and docs updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2944
* Move `check_amp()` to checks.py by AyushExel in https://github.com/ultralytics/ultralytics/pull/2948
* Fix `workspace` and `verbose` arguments in TensorRT export by crbrz in https://github.com/ultralytics/ultralytics/pull/2954
* Fix keypoints.conf update Results docs by Laughing-q in https://github.com/ultralytics/ultralytics/pull/2977
* fix overlap_mask in SegmentationLoss by Laughing-q in https://github.com/ultralytics/ultralytics/pull/2985
* Add Adamax, NAdam, RAdam optimizers by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2969
* `ultralytics 8.0.113` Adamax, NAdam, RAdam optimizers by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3004
* Fix GlobalWheat2020.yaml auto download by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3007
* Add DVC experiments logger with DVCLive by shcheklein in https://github.com/ultralytics/ultralytics/pull/2792
* [Example] YOLOv8-ONNXRuntime by semihhdemirel in https://github.com/ultralytics/ultralytics/pull/2992
* Add rt info for OpenVINO ModelAPI by Wovchena in https://github.com/ultralytics/ultralytics/pull/2891
* `ultralytics 8.0.114` automatic optimizer selection by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3037
* Simplify `remove_zero_areas()` function by Laughing-q in https://github.com/ultralytics/ultralytics/pull/3060
* Fix code scanning alert - Incomplete URL substring sanitization by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3054
* Update val `max_dets=args.max_det=300` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3051
* Fix RayTune for < 8 CPUs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3102
* Remove Neptune `run.stop()` in `on_train_end()` by SiddhantSadangi in https://github.com/ultralytics/ultralytics/pull/3103
* fix(loggers): DVCLive add package version check by shcheklein in https://github.com/ultralytics/ultralytics/pull/3112
* `ultralytics 8.0.115` RayTune and DVC fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3115
* Add Ultralytics tasks and YOLO-NAS models by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/2735
* Add `device=cuda` support by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3133
* Use `model_info_for_loggers()` in DVC logger by shcheklein in https://github.com/ultralytics/ultralytics/pull/3127
* Add inference API to CI by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3132
* `ultralytics 8.0.116` NAS, DVC, YOLOv5u updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3124
* Fix platform set to tuple by Laughing-q in https://github.com/ultralytics/ultralytics/pull/3136
* `ultralytics 8.0.117` NAS export, classify and tasks banner URL fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3145
* Docs updates for HUB, YOLOv4, YOLOv7, NAS by sergiuwaxmann in https://github.com/ultralytics/ultralytics/pull/3174
* Add patches section and fix Docs CI by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3193
* Fix operating system to list by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3196
* Add world_size check before setting up DDP train by brunoarine in https://github.com/ultralytics/ultralytics/pull/3191
* Comet Updates by DN6 in https://github.com/ultralytics/ultralytics/pull/3186
* `ultralytics 8.0.118` updated Docs, OS and DDP fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3197
* Jetson Docker fix `opencv-python>=4.5.0` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3208
* Update Dockerfile-jetson by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3209
* Update save_dir on new predict args by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3215
* Fix `batch=-1` for exports by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3217
* Build reference for missing `__init__.py` files by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3227
* Add RTDETR Trainer by AyushExel in https://github.com/ultralytics/ultralytics/pull/2745
* docs: add docs for hub datasets by sergiuwaxmann in https://github.com/ultralytics/ultralytics/pull/3212
* Docstrings arguments cleanup by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3229
* Add Ultralytics ViT Docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3230
* Fix Pose val plotting bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3232
* Fix `scipy.ndimage.filters` deprecation warning by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3233
* Fix PIL `getsize()` deprecation warning by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3234
* `default.yaml` type comments by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3237
* Default classify training to `pretrained=True` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3239
* Return `save_dir` with prediction results by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3240
* Fix Classify confusion matrix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3241
* Fix data.yaml absolute path bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3242
* `ultralytics 8.0.119` RTDETR Trainer and ViT Docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3236
* Uninstall `wandb` from notebook environments by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3247
* Add CLI support for SAM, RTDETR by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3253
* [RTDETR]fix "Grad strides do not match bucket view strides" when training with DDP by Laughing-q in https://github.com/ultralytics/ultralytics/pull/3255
* Docs: add docs for HUB models by sergiuwaxmann in https://github.com/ultralytics/ultralytics/pull/3270
* Update datasets/classify/index.md Docs by GreatV in https://github.com/ultralytics/ultralytics/pull/3244
* Allow setting MLFlow experiment name through env var by jarombouts-cg in https://github.com/ultralytics/ultralytics/pull/3266
* `ultralytics 8.0.120` CLI support for SAM, RTDETR by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3273
* [RTDETR]Fix val loss by Laughing-q in https://github.com/ultralytics/ultralytics/pull/3280
* Fix Pose export from YAML by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3312
* `ultralytics 8.0.121` RTDETR fix and Docs updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3314
* Increase NCCL timeout from 1 hour to 3 hours by rumjie in https://github.com/ultralytics/ultralytics/pull/3343
* Warn `save` disabled for torch inference by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3361
* [Example] Add example application for .NET by dme-compunet in https://github.com/ultralytics/ultralytics/pull/3311
* Fix RT-DETR exported onnx model by Kayzwer in https://github.com/ultralytics/ultralytics/pull/3317
* `ultralytics 8.0.122` Fix `torch.Tensor` inference by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3363
* Add `torch.Tensor` checks and pip badges by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3368
* Add FastSAM docs page by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3371
* FROM ubuntu:lunar-20230615 and `lap` install fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3374
* Fix video writing by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3379
* `ultralytics 8.0.123` Ubuntu security and VideoWriter codec fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3380
* Docker `apt install gnupg g++` for `lap` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3381
* Fix RTDETR val_batch_pred by Laughing-q in https://github.com/ultralytics/ultralytics/pull/3392
* Update Discord invite link by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3397
* `lapx` package replacement for `lap` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3383
* Fix dataset multiple unzip behavior by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3413
* Change key format for `images` dict in `convert_coco` (3419) by GreatGameDota in https://github.com/ultralytics/ultralytics/pull/3420
* `ultralytics 8.0.124` lapx package and multiple-unzip fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3423
* Cap head scaling with `min(nc, 100)` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3436
* Add torch.Tensor image saving by Neloy262 in https://github.com/ultralytics/ultralytics/pull/3475
* Improve NMS speed by yermandy in https://github.com/ultralytics/ultralytics/pull/3467
* DVCLive cache images by CptCaptain in https://github.com/ultralytics/ultralytics/pull/3459
* `ultralytics 8.0.125` NMS speed improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3463
* Update ViT ops.py to `torch.long` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3508
* [RTDETR]fix mosaic<1.0 by Laughing-q in https://github.com/ultralytics/ultralytics/pull/3518
* [pre-commit.ci] pre-commit suggestions by pre-commit-ci in https://github.com/ultralytics/ultralytics/pull/3510
* Set `close_mosaic: 10` in default.yaml by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3525
* Update Discord links to role assign by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3533
* Update YOLOv8-ONNXRuntime-CPP by DennisJcy in https://github.com/ultralytics/ultralytics/pull/3455
* `ultralytics 8.0.126` Ray Tune refactoring by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3511
* Save Keypoints visible to text by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3547
* Update default.yaml `imgsz` comment by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3551
* Update README.md (code to run rtdetr on C) by Kayzwer in https://github.com/ultralytics/ultralytics/pull/3539
* Pass export=True to RTDETRDecoder by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3550
* `ultralytics 8.0.127` add FastSAM model by berry-ding in https://github.com/ultralytics/ultralytics/pull/3390
* `ultralytics 8.0.128` FastSAM autodownload and super() init by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3552
* Add alias `"best"` for the model checkpoint artifact by soumik12345 in https://github.com/ultralytics/ultralytics/pull/3558
* Use `args.name` as `run_name` for MLFlow system. by andrewerf in https://github.com/ultralytics/ultralytics/pull/3567
* Fix PyPI build warnings by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3565
* [pose]fix flip_idx by Laughing-q in https://github.com/ultralytics/ultralytics/pull/3577
* `ultralytics 8.0.129` add YOLOv8 Tencent NCNN export by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3529
* `ultralytics 8.0.130` revert 'Fix PyPI build warnings' updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3585
* Avoid Python 3.9 with_stem by democat3457 in https://github.com/ultralytics/ultralytics/pull/3589
* `ultralytics 8.0.131` NCNN, HUB and FastSAM fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3587
* Fix StreamLoader variable FPS bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3602
* Update TASK2DATA defaults to COCO8 by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3603
* Error -> Warn on non-deterministic ops by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3613
* Filter `matplotlib>=3.7.2` tight layout warning by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3614
* `ultralytics 8.0.132` add AutoBackend NCNN inference by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3615
* Replace an easy way to construct a `ncnn.Mat` by triple-Mu in https://github.com/ultralytics/ultralytics/pull/3638
* Fix SAM autodownload to `/weights` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3655
* Add Environmental, Health and Safety (EHS) policy by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3666
* Fix `MLFLOW_EXPERIMENT_NAME` env var by ouphi in https://github.com/ultralytics/ultralytics/pull/3668
* Update SAM docs page by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3672
* Remove PNNX debug files by triple-Mu in https://github.com/ultralytics/ultralytics/pull/3677
* Add tuner.py to Docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3689
* Fix PNNX debug filename by triple-Mu in https://github.com/ultralytics/ultralytics/pull/3687
* Fix SAM docs broken URL by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3691
* Fix Classify train from arbitrary CWD by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3692
* Add `datetime` to exported model metadata by developer0hye in https://github.com/ultralytics/ultralytics/pull/3694
* Changed default device to AUTO in OpenVINO by adrianboguszewski in https://github.com/ultralytics/ultralytics/pull/3699
* `ultralytics 8.0.133` add `torchvision` compatibility check by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3703
* `ultralytics 8.0.134` add MobileSAM support by ChaoningZhang in https://github.com/ultralytics/ultralytics/pull/3474
* Update OpenVINO requirement to `openvino>=2023.0` by adrianboguszewski in https://github.com/ultralytics/ultralytics/pull/3722
* Print CPU information by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3721
* Fix `Arial.ttf` threaded multi-download bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3725
* Fix `check_requirements()` console output by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3738
* Updated C2f docstring by harshdhamecha in https://github.com/ultralytics/ultralytics/pull/3732
* Avoid CUDA round-trip for relevant export formats by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3727
* Remove deprecated `AutoShape` class by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3743
* `ultralytics 8.0.135` remove deprecated `v5loader` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3744
* `ultralytics 8.0.136` refactor and simplify package by Laughing-q in https://github.com/ultralytics/ultralytics/pull/3748
* Fix `MKL_THREADING_LAYER` bug in DDP Docker training by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3770
* Update docs metadata by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3781
* Add `libusb-1.0-0` for 'tflite_support' package by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3785
* Update Classify `fitness` definition to mean of top1, top5 by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3789
* Update `dynamic` keys and comments for ONNX exports by developer0hye in https://github.com/ultralytics/ultralytics/pull/3772
* Fix `eval` to `val` in dvc.py by daavoo in https://github.com/ultralytics/ultralytics/pull/3771
* Add `Dockerfile-python` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3814
* Add Dockerfile-python to CI by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3816
* `ultralytics 8.0.137` fix Windows NCNN export bug by Chikage0o0 in https://github.com/ultralytics/ultralytics/pull/3803
* `ultralytics 8.0.138` update `hub/utils.py` Events by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3839
* update cli.md for export ncnn model by nihui in https://github.com/ultralytics/ultralytics/pull/3846
* fix: pin coremltools to 6.2 by kalenmike in https://github.com/ultralytics/ultralytics/pull/3852
* Fix tflite int8 scaling by democat3457 in https://github.com/ultralytics/ultralytics/pull/3837
* Add ncnn auto thread count by nihui in https://github.com/ultralytics/ultralytics/pull/3847
* Benchmark with custom `data.yaml` by maianumerosky in https://github.com/ultralytics/ultralytics/pull/3858
* `ultralytics 8.0.139` add FastSAM CLI support by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3860
* `ultralytics 8.0.140` improved robustness to model path spaces by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3879
* Fix `get_cpu_info()` bug on Raspberry Pi by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3899
* Update tasks.py to allow custom RTEDTRDecoder arguments by redrei in https://github.com/ultralytics/ultralytics/pull/3872
* `ultralytics 8.0.141` create new SettingsManager by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3790
* Allow paths relative to `*.txt` files for LoadImages by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3905
* Update Discord invite to https://ultralytics.com/discord by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3922
* Cleanup NCNN export files by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3925
* Add tests before pushing to Docker Hub by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3924
* Add benchmarks to Docker publish workflow by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3931
* Fix `imgsz` in docs to integer to train, val by Laughing-q in https://github.com/ultralytics/ultralytics/pull/3941
* Update augment in validator by Laughing-q in https://github.com/ultralytics/ultralytics/pull/3943
* Clip boxes in tracker by Laughing-q in https://github.com/ultralytics/ultralytics/pull/3950
* Create CI `workflow_dispatch` trigger by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3954
* Update exporter.py to raise errors on export failure by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3951
* `ultralytics 8.0.142` add OpenVINO docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3624
* Fix catastrophic accuracy degradation of TFLite static quantized integer models by motokimura in https://github.com/ultralytics/ultralytics/pull/1695
* `ultralytics 8.0.143` add `Model` base class by Laughing-q in https://github.com/ultralytics/ultralytics/pull/3934
* Add HUB URL environment variables by kalenmike in https://github.com/ultralytics/ultralytics/pull/3988
* Fix counter overflow for video frame crop names, set default separator for same-frame detection counter by ketil-malde in https://github.com/ultralytics/ultralytics/pull/3982
* Update Dockerfile to fix `np.bool` deprecation by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/3998
* Correct docstring and delete unused code in `scale_image` function by Flippchen in https://github.com/ultralytics/ultralytics/pull/4001
* Add new K-Fold cross validation guide in Docs by Burhan-Q in https://github.com/ultralytics/ultralytics/pull/3975
* Add `kpt_radius` plotting arg to Results object by Wouter-Bekker-AI in https://github.com/ultralytics/ultralytics/pull/4022
* `ultralytics 8.0.144` fix SAM `predict()` results by Laughing-q in https://github.com/ultralytics/ultralytics/pull/4027
* Update to `mkdocs-ultralytics-plugin==0.0.22` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4030
* Fix screenshot inference by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4033
* `ultralytics 8.0.145` Windows URL fix and Pose MPS warning by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4034
* Update tracker docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4044
* Fix per-layer FLOPs profiling by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4048
* Fix issue when config dir is created even if YOLO_CONFIG_DIR is set by valfrom in https://github.com/ultralytics/ultralytics/pull/4054
* Bump slackapi/slack-github-action from 1.23.0 to 1.24.0 by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4066
* [Snyk] Security upgrade numpy from 1.21.3 to 1.22.2 by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4090
* Support both `*.yml` and `*.yaml` files by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4086
* `ultralytics 8.0.146` fix SettingsManager un-needed write ops by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4101
* Use double quotes for `pip install` options by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4110
* Fix YOLOv5 `save_one_box()` usage by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4127
* Removed redundency in RTDETRDecoder by Wiqzard in https://github.com/ultralytics/ultralytics/pull/4118
* Update prediction `Results` docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4139
* Add `retry` option to `get_github_assets()` function by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4148
* Mark DVC `trainer.best` artifact as `type=model` by daavoo in https://github.com/ultralytics/ultralytics/pull/4143
* Add verbosity flag for quantization info by democat3457 in https://github.com/ultralytics/ultralytics/pull/4151
* Fix Docs reference section `__init__.py` URLs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4168
* Remove redundant `mkdir` command in Dockerfiles by manand881 in https://github.com/ultralytics/ultralytics/pull/4175
* Update version checks functions by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4179
* Fix error with exporting quantized saved model when labels cache not present by democat3457 in https://github.com/ultralytics/ultralytics/pull/4174
* Add Docs example for plotting tracks over time by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4170
* `ultralytics 8.0.148` fix `SettingsManager` empty YAML bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4180
* Update `check_version()` for inequality support by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4182
* Enable Google Drive file downloads by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4196
* `ultralytics 8.0.149` add Open Images V7 training by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4178
* Scope `scipy` import and only plot first 1M labels by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4203
* Improved Docs models Usage examples by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4214
* Replace `type(1) == int` with `isinstance(1, int)` by pre-commit-ci in https://github.com/ultralytics/ultralytics/pull/4217
* Accept `model=yolov5*u.yaml` arguments by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4230
* `ultralytics 8.0.150` new Apple `*.mlpackage` export format by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4043
* Fix `save_hybrid` by Laughing-q in https://github.com/ultralytics/ultralytics/pull/4245
* Refactor val code into new `self.match_predictions()` method by yermandy in https://github.com/ultralytics/ultralytics/pull/4265
* Add "assert len(labels)" catch by Laughing-q in https://github.com/ultralytics/ultralytics/pull/4257
* Fixes Results.tojson when tracking by simlevesque in https://github.com/ultralytics/ultralytics/pull/4270
* `ultralytics 8.0.151` add `DOTAv2.yaml` for OBB training by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4258
* Improve YOLOv8 ONNX Runtime c++ example for all OS with `CmakeList.txt` support by onuralpszr in https://github.com/ultralytics/ultralytics/pull/4274
* Use `conda install -c conda-forge ultralytics` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4272
* Fix `torch.Tensor` inference results plotting by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4297
* `ultralytics 8.0.152` bump `torch>=1.8.0` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4299
* Fix incorrect device selection when resuming training by Laughing-q in https://github.com/ultralytics/ultralytics/pull/4301
* Implementing Resource Release Mechanism for Stream Loading by gustavosett in https://github.com/ultralytics/ultralytics/pull/4285
* Improved Classify dataset splits and introspection by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4312
* `ultralytics 8.0.153` YOLO Tasks Cleanup by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4314
* Update links.yml by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4322
* ORT_CPP add CUDA FP16 inference by DennisJcy in https://github.com/ultralytics/ultralytics/pull/4320
* Remove unused code by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4327
* Add Code Coverage Reports by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4336
* Update YOLOv8-ONNXRuntime-CPP example with GPU inference by onuralpszr in https://github.com/ultralytics/ultralytics/pull/4328
* Clean and bump dvc callback: settings, stacked images by shcheklein in https://github.com/ultralytics/ultralytics/pull/4343
* Improve tests coverage and speed by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4340
* `ultralytics 8.0.154` add `freeze` training argument by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4329
* Omit `ultralytics/utils/callbacks` from coverage by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4345
* Fix PIL Image `exif_size()` function by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4355
* Add `data/utils.py` to tests by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4363
* Cleanup tracker and remove unused functions by Laughing-q in https://github.com/ultralytics/ultralytics/pull/4374
* `ultralytics 8.0.155` allow `imgsz` and `batch` resume changes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4366
* Correct `scipy.optimize.linear_sum_assignment` usage by ZouJiu1 in https://github.com/ultralytics/ultralytics/pull/4390
* Fix `LoadStreams` final frame bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4387
* `ultralytics 8.0.156` fix PIL `*.png` EXIF bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4406
* 🖼️ Format bbox label with fixed precision for ortcpp-example by onuralpszr in https://github.com/ultralytics/ultralytics/pull/4409
* `ultralytics 8.0.157` fix `unzip_file()` bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4407
* New `ASSETS` and trackers GMC cleanup by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4425
* Docker-python fix for `get_ubuntu_version()` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4430
* Fix conversion ops using `clone` and `copy` by Laughing-q in https://github.com/ultralytics/ultralytics/pull/4438
* Add version tagging to Docker images by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4462
* `ultralytics 8.0.158` add benchmarks to coverage by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4432
* Add TensorBoard graph for model visualization by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4464
* Fix `*.txt` source inference dataloader by GrunCrow in https://github.com/ultralytics/ultralytics/pull/4468
* Tests and docstrings improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4475
* Update Validator to use `model` argument by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4480
* `ultralytics 8.0.159` add Classify training `resume` feature by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4482
* Improve `check_imshow()` robustness by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4483
* Add `utils.ops` and `nn.modules` to tests by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4484
* Simplify postprocessing methods by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4497
* `ultralytics 8.0.160` Classify dataset scanning and caching by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4502
* Fix TensorBoard graph `UserWarning` catch by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4513
* `ultralytics 8.0.161` fix Classify dataset scanning bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4515
* Add spaces and non-UTF filenames to tests by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4517
* Minimize GitHub assets API calls by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4523
* Fix Windows non-UTF source filenames by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4524
* `ultralytics 8.0.162` Multi-GPU DDP fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4544
* Update HUB repo to `main` branch by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4549
* Add YOLOv8x-seg-p6.yaml architecture file by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4567
* `ultralytics 8.0.163` add new `gpu-latest` runner to CI actions by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4565
* Add SAM Predictor `remove_small_regions` test by Laughing-q in https://github.com/ultralytics/ultralytics/pull/4576
* Simplify `Results()` class by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4579
* Fix HUBDatasetStats for no-label edge cases by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4583
* Separate GPU CI job in actions by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4584
* Model coverage cleanup by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4585
* Fix pytest `world_size` environment bug by Laughing-q in https://github.com/ultralytics/ultralytics/pull/4590
* Cleanup redundant SAM `forward()` methods by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4591
* Add `Dockerfile-runner` for CI actions runner images by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4595
* `ultralytics 8.0.164` new StreamLoader `stream_buffer` argument by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4596
* Add new `get_save_dir()` function by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4602
* Fix DDP when device is a list by Laughing-q in https://github.com/ultralytics/ultralytics/pull/4600
* Cleanup argument handling in `Model` class by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4614
* `ultralytics 8.0.165` add hyperparameter evolution `Tuner()` class by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4599
* Tests improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4616
* `ultralytics 8.0.166` expand `HUBDatasetStats` to Classify tasks by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4635
* Add Roboflow integration guide by capjamesg in https://github.com/ultralytics/ultralytics/pull/4629
* Support FastSAM directory inference and plot by HtwoOtwo in https://github.com/ultralytics/ultralytics/pull/4634
* `ultralytics 8.0.167` Tuner updates and HUB Pose, Classify fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4656
* Add NNCF support in OpenVINO export by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4671
* Docker COPY with checkout `fetch-depth: 0` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4674
* `ultralytics 8.0.168` save `Tuner` results every iteration by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4680
* Failing CUDA tests fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4682
* Set `workers=0` for MPS Train and Val modes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4697
* `ultralytics 8.0.169``TQDM`, `INTERP_LINEAR` and RTDETR `load_image()` updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4704
* Fix FastSAM canvas drawing bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4705
* Faster IoU prediction matching by removing `torch.cat` by yermandy in https://github.com/ultralytics/ultralytics/pull/4708
* Add Dockerfile-conda `FROM continuumio/miniconda3:latest` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4706
* `ultralytics 8.0.170` apply `is_list` fixes for torch.Tensor inputs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4713
* `ultralytics 8.0.171` new SAHI guide and callbacks fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4748
* `ultralytics 8.0.172` faster `LetterBox()` and Classify Tune fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4766
* Add AzureML Quickstart Guides by ouphi in https://github.com/ultralytics/ultralytics/pull/4772
* `ultralytics 8.0.173` fix missing val plots and new Conda Guide by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4783
* `ultralytics 8.0.174` Tuner plots and improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4799
* Update YouTube URL https://youtu.be/LNwODJXcvt4 by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4808
* Apply default ConfusionMatrix `conf=0.25` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4813
* `ultralytics 8.0.175` StreamLoader wait for missing frames by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4814
* Add SAHI with YOLOv8 Video Inference Example by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/4847
* `ultralytics 8.0.176` update `Dockerfile-arm64` to 22.04 by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4857
* `ultralytics 8.0.177` add https://youtube.com/ultralytics videos to Docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4875
* `ultralytics 8.0.178` PyPI deployment fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4891
* Update MANIFEST.in by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4894
* Fix LoadStreams missing frame bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4913
* `ultralytics 8.0.179` base Model class from `nn.Module` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4911
* `ultralytics 8.0.180` PyPI fixes for YAML and JPG files by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4914
* Bump contributor-assistant/github-action from 2.3.0 to 2.3.1 by dependabot in https://github.com/ultralytics/ultralytics/pull/4950
* YOLOv8 Counting with Multiple Movable Regions Example by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/4929
* `ultralytics 8.0.181` RTDETR, MLFlow fixes and Examples updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4927
* Fix Ray 2.7.0 breaking changes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4964
* `ultralytics 8.0.182` remove deprecated `pkg_resources` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4979
* Update matplotlib backend switching by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4987
* `ultralytics 8.0.183` RayTune and `yolo checks` fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5002
* `ultralytics 8.0.184` https://yolovision.ultralytics.com #YV23 by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5004
* `ultralytics 8.0.184` https://yolovision.ultralytics.com #YV23 by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5008
* `ultralytics 8.0.185` dependencies and tests fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5046
* `ultralytics 8.0.186` add Open Images V7 models by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5070
* `ultralytics 8.0.187` deprecate `ultralytics.yolo` usage by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5084
* `ultralytics 8.0.188` fix .grad attribute leaf Tensor Warning by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5094
* `ultralytics 8.0.189` pin `tensorflow<=2.13.0` to avoid `tflite_support` bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5140
* `ultralytics 8.0.190` add `thop>=0.1.1` to requirements.txt by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5162
* `ultralytics 8.0.191` fix `yolo checks` for missing packages by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5179
* `ultralytics 8.0.192` improved vectorized Pose loss by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5207
* Add Tiger-Pose dataset for animal pose examples by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/5225
* `ultralytics 8.0.193` add Raspberry Pi guide to Docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5230
* Conda CI and Metric docstring updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5233
* `ultralytics 8.0.194` add YOLO common issues guide to Docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5248
* `ultralytics 8.0.195` NVIDIA Triton Inference Server support by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5257
* Add `docformatter` to pre-commit by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5279
* `ultralytics 8.0.196` instance-mean Segment loss by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5285
* Implement all missing docstrings by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5298
* `ultralytics 8.0.197` save P, R, F1 curves to metrics by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5354
* `ultralytics 8.0.198` MLflow fix, tests and Docs page by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5357
* `ulralytics 8.0.199` *.npy image loading exception handling by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5683
* Add Quickstart Docs YouTube video by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5733
* `ultralytics 8.0.200` move `on_val_start` callback for training by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5790
* Add docs `Ultralytics 文档: - zh/index.md` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5871
* Docs links `alt` tags by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5879
* `ultralytics 8.0.201` docs alt tags and fonts updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5886
* `ultralytics 8.0.202` sort Triton model outputs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/5945
* Fix `tracks=None` bug in YOLOv8-Region-Counting module by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/5977
* Add docs/guides/performance-metrics.md by abirami-vina in https://github.com/ultralytics/ultralytics/pull/5987
* Resolve python argparse DDP bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6009
* `ultralytics 8.0.203` DDP argparse and Tracker fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6007
* `ultralytics 8.0.204` Segment ONNX Runtime example by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6088
* `ultralytics 8.0.205` HUB dataset downloads fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6101
* `ultralytics 8.0.206` engine Trainer updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6111
* Add Tasks Docs YouTube video by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/6127
* Improve path traversal security vulnerability by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6138
* `ultralytics 8.0.207` fix `model.track(persist=True)` bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6145
* Create deployment-options.md by abirami-vina in https://github.com/ultralytics/ultralytics/pull/6160
* `ultralytics 8.0.208` automatic thread-safe inference by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6185
* Add Chinese Modes and Tasks Docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6274
* Add Docs languages `zh, es, ru, pt, fr, de, ja, ko` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6316
* Docs automatic light/dark mode by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6287
* Fix broken docs language links by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6323
* Fix SAM CLI stem usage by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6257
* `ultralytics 8.0.209` fix P6 model validation by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6261
* `ultralytics 8.0.210` docs updates and bug fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6365
* Add QuickStart Docs YouTube video by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/6384
* Create comet-ml.md by abirami-vina in https://github.com/ultralytics/ultralytics/pull/6229
* `ultralytics 8.0.211` README language links by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6370
* `ultralytics 8.0.212` add Windows UTF-8 support by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6407
* Add Hindi हिन्दी and Arabic العربية Docs translations by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6428
* Fix Hindi हिन्दी and Arabic العربية Docs links by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6431
* FA CSS fix for MkDocs share buttons by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6437
* Update Docs with iframe navigation by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6440
* Isolate YouTube to `--slow` tests on schedule by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6441
* `ultralytics 8.0.213` NVIDIA Triton gRPC fix by validatedev in https://github.com/ultralytics/ultralytics/pull/6443
* `ultralytics 8.0.214` Windows UTF-8 notebook fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6459
* `ultralytics 8.0.215` Windows UTF-8 fix 2 by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6463
* Add `tensorflow<=2.13.1` checks and comments by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6466
* Update notebooks with docs languages by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6469
* Fix FastSAM text prompt results by sulthansf in https://github.com/ultralytics/ultralytics/pull/6510
* Update https://docs.ultralytics.com/models by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6513
* `ultralytics 8.0.216` fix hard-coded `batch=64` cls loss by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6523
* Fix docs links by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6537
* Fix link hi/models link by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6554
* Add `--classes` arg in YOLOv8 Region Counter + optimize by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/6568
* `ultralytics 8.0.217` HUB YAML `path` improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6556
* `ultralytics 8.0.217` HUB YAML `path` improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6570
* Update build_docs.py for page titles by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6574
* Update docs predict, buttons, reference by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6585
* `ultralytics 8.0.218` fix streaming predictor list init by S-kewen in https://github.com/ultralytics/ultralytics/pull/6578
* [Example] YOLOv8-ONNXRuntime-Rust example by jamjamjon in https://github.com/ultralytics/ultralytics/pull/6583
* `ultralytics 8.0.219` new `save_frames=False` predict arg by tensorturtle in https://github.com/ultralytics/ultralytics/pull/6396
* Add missing HTML image alt tags by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6611
* New Docs Guide: Isolating Segmentation Objects by Burhan-Q in https://github.com/ultralytics/ultralytics/pull/6587
* `ultralytics 8.0.220` fix UnboundLocalError in tuner.py by mshamrai in https://github.com/ultralytics/ultralytics/pull/6614
* Add ClearML Docs integrations page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/6636
* Add Tiger-Pose dataset YouTube video to Docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6660
* Pre-download `onnx2tf` calib file to preempt S3 issues by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6669
* Fix `unzip_file()` to directory issue by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6666
* Add DVC Docs integrations page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/6667
* `ultralytics 8.0.221` fix Apple MPS inference bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6694
* Fix `convert_coco()` box-segment discarding by Ileal16 in https://github.com/ultralytics/ultralytics/pull/6689
* Update Tuner() attempt metrics save on crash by finlaymorrison in https://github.com/ultralytics/ultralytics/pull/6711
* Add train loss and lr to loggers by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6732
* Add real-world projects in Ultralytics + `guides` in Docs by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/6695
* [Snyk] Fix for 2 vulnerabilities by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6524
* Docs cleanup and Google-style tracker docstrings by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6751
* Add new `yolov8-ghost.yaml` model by Burhan-Q in https://github.com/ultralytics/ultralytics/pull/6749
* `ultralytics 8.0.222` introduce new `ultralytics.solutions` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6759
* Add ResNet50 and ResNet101 backbone RTDETR models by WangQvQ in https://github.com/ultralytics/ultralytics/pull/6661
* Add HeatMap `guide` in real-world-projects + Code in Solutions Directory by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/6796
* `ultralytics 8.0.223` add YOLOv8-Ghost P2 and P6 variants by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6826
* Fix ONNX GPU inference bug by WangQvQ in https://github.com/ultralytics/ultralytics/pull/6840
* `ultralytics 8.0.224` Counting and Heatmaps updates by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6855
* `ultralytics 8.0.225` multi-video tracker bug fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6862
* Embed videos in Docs pages using Parent pages for relevant segments by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/6877
* Add C++ Classify inference example by DennisJcy in https://github.com/ultralytics/ultralytics/pull/6868
* Add horizontal Mosaic3 augmentation by Leo-Moooon in https://github.com/ultralytics/ultralytics/pull/6898
* `ultralytics 8.0.226` Validator Path and Tuner space by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6901
* Update Docs language dropdown height by sergiuwaxmann in https://github.com/ultralytics/ultralytics/pull/6927
* `ultralytics 8.0.227` respect `defaults.yaml` data by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/6935
* Pin `jax` and `jaxlib` to fix `tensorflowjs` exports by Laughing-q in https://github.com/ultralytics/ultralytics/pull/6988
* Add quantization support to TensorFlow.js converter by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7008
* Fix PNNX `ubuntu` -> `linux` bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7050
* Add `instance segmentation` and `vision-eye mapping` in Docs + Fix minor code bug in other `real-world-projects` by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/6972
* Update the `heatmap` module code + docs by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/7045
* Bump github/codeql-action from 2 to 3 in /.github/workflows by dependabot in https://github.com/ultralytics/ultralytics/pull/7041
* `ultralytics 8.0.228` add training `time` argument by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7054
* Fix docs links by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7096
* Add YOLOv8 LibTorch C++ inference example by Myyura in https://github.com/ultralytics/ultralytics/pull/7090
* Add line counting and circular heatmaps in Ultralytics Solutions by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/7113
* `ultralytics 8.0.229` add `model.embed()` method by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7098
* Embed `Heatmaps` YouTube video in Ultralytics `Docs` by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/7129
* `ultralytics 8.0.230` TensorRT export hang fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7180
* Fix docs H1 tags by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7182
* Add Weights & Biases Docs integrations page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/7199
* `ultralytics 8.0.231` use new `pyproject.toml` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7185
* Dockerfile-jetson `pyproject.toml` OpenCV fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7214
* Fix heatmaps width-height order bug by WangQvQ in https://github.com/ultralytics/ultralytics/pull/7184
* Add Neural Magic Docs integrations page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/7234
* Update Docs Home and Neural Magic pages by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7243
* Fix RTDETR generate anchor grid out of boundary by ZiQiangXie in https://github.com/ultralytics/ultralytics/pull/7247
* Add TensorBoard Docs integrations page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/7248
* `ultralytics 8.0.232` OpenCV 4.9.0 readonly np.array fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7256
* `ultralytics 8.0.233` improve Classify train augmentations by fcakyon in https://github.com/ultralytics/ultralytics/pull/4546
* Add Amazon Sagemaker Docs integrations page by abirami-vina in https://github.com/ultralytics/ultralytics/pull/7293
* `ultralytics 8.0.234` VOC `exist_ok=True` unzip fix by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7295
* Update inference.cpp (bug) by umitkacar in https://github.com/ultralytics/ultralytics/pull/7279
* Update `pyproject.toml` and Docs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7274
* `ultralytics 8.0.235` YOLOv8 OBB train, val, predict and export by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/4499
* Pass callbacks to validator by ThomasDeLange in https://github.com/ultralytics/ultralytics/pull/7320
* Add `speed_estimation` and `distance_calculation` in ultralytics solutions by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/7325
* Fixed RTDETR GFLOPs bug by WangQvQ in https://github.com/ultralytics/ultralytics/pull/7309
* Fix Multi-GPU resume bug by sunmooncode in https://github.com/ultralytics/ultralytics/pull/7328
* Update `neural-magic.md` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7347
* Add docs links to all dataset YAMLs by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7360
* `ultralytics 8.0.236` dataset semantic & SQL search API by AyushExel in https://github.com/ultralytics/ultralytics/pull/7136
* Explorer Cleanup by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7364
* Docs partial mdformat improvements by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7378
* Add new YOLOv8 OBB model metrics by Laughing-q in https://github.com/ultralytics/ultralytics/pull/7379
* `ultralytics 8.0.237` `cv2.CAP_PROP` fix and `in_counts` and `out_counts` displays by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7380
* Capitalize OBB acronym by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7383
* Fix OBB xywh-angle concatenation bug by Laughing-q in https://github.com/ultralytics/ultralytics/pull/7404
* Add type hinting to explorer.py by Burhan-Q in https://github.com/ultralytics/ultralytics/pull/7388
* Add `dota8.yaml` and OBB tests by Laughing-q in https://github.com/ultralytics/ultralytics/pull/7394
* YOLOv8 INT8 TFLite Inference Example by wamiqraza in https://github.com/ultralytics/ultralytics/pull/7317
* `ultralytics 8.0.238` Explorer Ask AI feature and fixes by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7408
* Add OBB models to `GITHUB_ASSET_NAMES` by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7425
* Add object blurring & object cropping modules in Ultralytics docs by RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/7434
* Docs updates: Add Explorer to tab, YOLOv5 in Guides and Usage in Quickstart by AyushExel in https://github.com/ultralytics/ultralytics/pull/7438
* Feature: Create HUB Models from CLI or Python Script by kalenmike in https://github.com/ultralytics/ultralytics/pull/7316
* Add OBB `save_txt` feature by Laughing-q in https://github.com/ultralytics/ultralytics/pull/7450
* `ultralytics 8.0.239` Ultralytics Actions and `hub-sdk` adoption by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7431
* Fix docker.yaml double-quote version bug by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7452
* Add missing Explorer docs reference pages by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7455
* Update format.yml to pull_request_target by glenn-jocher in https://github.com/ultralytics/ultralytics/pull/7460

<br>
<img src="https://raw.githubusercontent.com/ultralytics/assets/main/logo/Ultralytics_Logotype_Original.svg" width="320">

Ultralytics Assets v0.0.0 Release Notes

Introduction

[Ultralytics](https://ultralytics.com/) is proud to announce the initial v0.0.0 release of our [assets repository](https://github.com/ultralytics/assets), establishing a centralized location for AI models, datasets, and other resources crucial to our computer vision and machine learning projects. This repository will serve as the backbone for managing and distributing the assets that power Ultralytics' cutting-edge AI solutions. 🚀🔬

Ultralytics Assets v0.0.0 Key Highlights

- **Repository Structure:** Implemented a well-organized directory structure for effortless navigation and asset management, including separate folders for models, datasets, and auxiliary resources.
- **Initial Model Collection:** Uploaded a set of pre-trained YOLO models, including YOLOv5 and YOLOv8 variants, providing a strong foundation for object detection and image segmentation tasks.
- **Sample Datasets:** Included a selection of curated datasets for testing, demonstration, and benchmarking purposes, showcasing the capabilities of Ultralytics' models.
- **Version Control:** Established a robust versioning system for assets, ensuring users can access specific versions of models and datasets for reproducibility and consistency in their projects.
- **Documentation:** Created initial README files and documentation to guide users on how to access and utilize the assets effectively within their Ultralytics-based projects.
- **Integration with Main Repository:** Set up necessary links and references to seamlessly integrate this assets repository with the main Ultralytics project, facilitating easy access to the latest resources.
- **License Information:** Clearly defined licensing terms for all included assets, promoting transparency and proper usage guidelines for the community.

Summary

Ultralytics Assets v0.0.0 marks the beginning of a structured approach to managing our AI resources. This repository will play a crucial role in supporting the Ultralytics ecosystem, enabling researchers, developers, and AI enthusiasts to access state-of-the-art models and datasets easily. As we continue to expand our collection of assets, we look forward to fostering innovation and advancing the field of computer vision and machine learning. We welcome contributions from the community and are excited to see how these assets will be utilized in various projects and applications! 🌟🤖🎉

**Full Changelog**: https://github.com/ultralytics/assets/commits/v0.0.0

0
Ultralytics Docs: Initial Release 🎉

🌟 Summary
Welcome to the groundbreaking initial release of Ultralytics Docs! 🚀 This launch marks a significant milestone in our journey to provide comprehensive, user-friendly documentation for the Ultralytics ecosystem. Get ready to explore a wealth of knowledge at your fingertips!

📊 Key Highlights
- 🏗️ Robust Foundation: We've laid down a solid groundwork for our documentation, ensuring a smooth user experience from day one.
- 🧭 Intuitive Navigation: Easily find what you're looking for with our well-structured content organization.
- 🔍 In-Depth Content: Dive deep into Ultralytics' features, from basic concepts to advanced techniques.
- 🌐 Multi-Language Support: We're starting strong with support for multiple languages, making our docs accessible to a global audience.
- 🛠️ Developer-Friendly: Comprehensive API references and code examples to help developers integrate Ultralytics into their projects effortlessly.

🎯 Purpose & Impact
- 🚀 Empowering Users: Whether you're a beginner or an expert, these docs are designed to accelerate your journey with Ultralytics tools and libraries.
- 💡 Fostering Innovation: By providing clear, detailed documentation, we aim to inspire new applications and use-cases for our technology.
- 🤝 Community Building: This release lays the foundation for a vibrant, knowledgeable Ultralytics community. Your feedback and contributions will shape the future of these docs.
- 🔮 Future-Ready: While comprehensive, this initial release is just the beginning. We've built a flexible structure that will evolve with our products and your needs.

We're thrilled to embark on this documentation journey with you. Explore, learn, and let's push the boundaries of what's possible with Ultralytics!

What's Changed
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/1
* Update LICENSE to AGPL-3.0 by glenn-jocher in https://github.com/ultralytics/docs/pull/3
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/4
* Add broken link checks by glenn-jocher in https://github.com/ultralytics/docs/pull/5
* Update links.yml to run on gh-pages by glenn-jocher in https://github.com/ultralytics/docs/pull/6
* Update links.yml to check both branches by glenn-jocher in https://github.com/ultralytics/docs/pull/7
* Add docs badges to README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/8
* Update links.yml to run checks on https://ultralytics.com by glenn-jocher in https://github.com/ultralytics/docs/pull/9
* Add Slack notification on links CI failure by glenn-jocher in https://github.com/ultralytics/docs/pull/10
* Update links.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/12
* Update links.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/13
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/14
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/15
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/16
* Create sitemaps.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/17
* Add Hindi हिन्दी and Arabic العربية sitemaps by glenn-jocher in https://github.com/ultralytics/docs/pull/18
* Update sitemaps.yml to submit for main website by glenn-jocher in https://github.com/ultralytics/docs/pull/19
* Update sitemaps.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/20
* Update sitemaps.yml for IndexNow URLs by glenn-jocher in https://github.com/ultralytics/docs/pull/21
* Update dependabot.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/22
* Bump actions/setup-python from 2 to 4 in /.github/workflows by dependabot in https://github.com/ultralytics/docs/pull/24
* Bump actions/checkout from 2 to 4 in /.github/workflows by dependabot in https://github.com/ultralytics/docs/pull/23
* Update sitemaps.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/25
* Update sitemaps.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/26
* Delete index.html by glenn-jocher in https://github.com/ultralytics/docs/pull/27
* Update sitemaps.yml to use `gh-pages` branch by glenn-jocher in https://github.com/ultralytics/docs/pull/28
* Update sitemaps.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/29
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/30
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/31
* Improve README by pderrenger in https://github.com/ultralytics/docs/pull/33
* Bump actions/stale from 8 to 9 in /.github/workflows by dependabot in https://github.com/ultralytics/docs/pull/34
* Bump actions/setup-python from 4 to 5 in /.github/workflows by dependabot in https://github.com/ultralytics/docs/pull/35
* Add Ultralytics actions workflow in `format.yml` by UltralyticsAssistant in https://github.com/ultralytics/docs/pull/38
* Update format.yml by UltralyticsAssistant in https://github.com/ultralytics/docs/pull/39
* Update links.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/40
* Update Actions with Lychee and GitHub Token by pderrenger in https://github.com/ultralytics/docs/pull/41
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/42
* Update links.yml to `--scheme https` by glenn-jocher in https://github.com/ultralytics/docs/pull/43
* Update links.yml to remove --require-https by glenn-jocher in https://github.com/ultralytics/docs/pull/45
* Create download_websites.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/46
* Update download_websites.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/47
* Update download_websites.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/48
* Update sitemaps.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/49
* Update sitemaps.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/50
* Update sitemaps.yml 3 by glenn-jocher in https://github.com/ultralytics/docs/pull/51
* Update links.yml to --timeout 30 by glenn-jocher in https://github.com/ultralytics/docs/pull/52
* Update links.yml to nick-fields by glenn-jocher in https://github.com/ultralytics/docs/pull/55
* Ultralytics Actions with OpenAI GPT-4 PR Summary by pderrenger in https://github.com/ultralytics/docs/pull/56
* Bump slackapi/slack-github-action from 1.24.0 to 1.25.0 in /.github/workflows by dependabot in https://github.com/ultralytics/docs/pull/57
* Update sitemaps.yml for Dutch by glenn-jocher in https://github.com/ultralytics/docs/pull/58
* Bump nick-fields/retry from 2 to 3 in /.github/workflows by dependabot in https://github.com/ultralytics/docs/pull/59
* Create check_domains.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/60
* Update check_domains.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/61
* Add Discord Badge by glenn-jocher in https://github.com/ultralytics/docs/pull/62
* Add Slack message on domain check error by glenn-jocher in https://github.com/ultralytics/docs/pull/63
* Add domain checks to README by glenn-jocher in https://github.com/ultralytics/docs/pull/64
* Update links by glenn-jocher in https://github.com/ultralytics/docs/pull/65
* Bump slackapi/slack-github-action from 1.25.0 to 1.26.0 in /.github/workflows by dependabot in https://github.com/ultralytics/docs/pull/67
* Update README LICENSE link by glenn-jocher in https://github.com/ultralytics/docs/pull/69
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/70
* Update Ultralytics YouTube URL by glenn-jocher in https://github.com/ultralytics/docs/pull/71
* Code Refactor `ruff check --fix --extend-select I` by glenn-jocher in https://github.com/ultralytics/docs/pull/73
* Ultralytics Code Refactor https://ultralytics.com/actions by glenn-jocher in https://github.com/ultralytics/docs/pull/74
* Fix HUB link https://ultralytics.com/hub by glenn-jocher in https://github.com/ultralytics/docs/pull/75
* Add Discourse at https://community.ultralytics.com by glenn-jocher in https://github.com/ultralytics/docs/pull/77
* Update links.yml to download full website by glenn-jocher in https://github.com/ultralytics/docs/pull/72
* Update links.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/78
* Update links.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/79
* Update format.yml for Issue autolabel by glenn-jocher in https://github.com/ultralytics/docs/pull/80
* Update links.yml for more retries by glenn-jocher in https://github.com/ultralytics/docs/pull/81
* Update links.yml to accept 401 by glenn-jocher in https://github.com/ultralytics/docs/pull/82
* Ultralytics Actions JSON, CSS and autolabel support by UltralyticsAssistant in https://github.com/ultralytics/docs/pull/84
* Fix tesla links by glenn-jocher in https://github.com/ultralytics/docs/pull/85
* Remove hi and nl by UltralyticsAssistant in https://github.com/ultralytics/docs/pull/86
* Update GCS submission for www subdomain in sitemaps.yml by UltralyticsAssistant in https://github.com/ultralytics/docs/pull/87
* Exclude "/[a-z][a-z]/" by glenn-jocher in https://github.com/ultralytics/docs/pull/89
* Add https://www.reddit.com/r/Ultralytics/ badge by glenn-jocher in https://github.com/ultralytics/docs/pull/91
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/92
* Update download_websites.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/97
* Improve Ultralytics website download by glenn-jocher in https://github.com/ultralytics/docs/pull/96
* --force-directories by glenn-jocher in https://github.com/ultralytics/docs/pull/98
* Improved broken link checks by glenn-jocher in https://github.com/ultralytics/docs/pull/99
* Add tag action by glenn-jocher in https://github.com/ultralytics/docs/pull/101
* Update tag.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/102

New Contributors
* dependabot made their first contribution in https://github.com/ultralytics/docs/pull/24
* pderrenger made their first contribution in https://github.com/ultralytics/docs/pull/33
* UltralyticsAssistant made their first contribution in https://github.com/ultralytics/docs/pull/38

**Full Changelog**: https://github.com/ultralytics/docs/commits/0

0
Ultralytics Docs: Initial Release 🎉

🌟 Summary
Welcome to the groundbreaking initial release of Ultralytics Docs! 🚀 This launch marks a significant milestone in our journey to provide comprehensive, user-friendly documentation for the Ultralytics ecosystem. Get ready to explore a wealth of knowledge at your fingertips!

📊 Key Highlights
- 🏗️ Robust Foundation: We've laid down a solid groundwork for our documentation, ensuring a smooth user experience from day one.
- 🧭 Intuitive Navigation: Easily find what you're looking for with our well-structured content organization.
- 🔍 In-Depth Content: Dive deep into Ultralytics' features, from basic concepts to advanced techniques.
- 🌐 Multi-Language Support: We're starting strong with support for multiple languages, making our docs accessible to a global audience.
- 🛠️ Developer-Friendly: Comprehensive API references and code examples to help developers integrate Ultralytics into their projects effortlessly.

🎯 Purpose & Impact
- 🚀 Empowering Users: Whether you're a beginner or an expert, these docs are designed to accelerate your journey with Ultralytics tools and libraries.
- 💡 Fostering Innovation: By providing clear, detailed documentation, we aim to inspire new applications and use-cases for our technology.
- 🤝 Community Building: This release lays the foundation for a vibrant, knowledgeable Ultralytics community. Your feedback and contributions will shape the future of these docs.
- 🔮 Future-Ready: While comprehensive, this initial release is just the beginning. We've built a flexible structure that will evolve with our products and your needs.

We're thrilled to embark on this documentation journey with you. Explore, learn, and let's push the boundaries of what's possible with Ultralytics!

What's Changed
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/1
* Update LICENSE to AGPL-3.0 by glenn-jocher in https://github.com/ultralytics/docs/pull/3
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/4
* Add broken link checks by glenn-jocher in https://github.com/ultralytics/docs/pull/5
* Update links.yml to run on gh-pages by glenn-jocher in https://github.com/ultralytics/docs/pull/6
* Update links.yml to check both branches by glenn-jocher in https://github.com/ultralytics/docs/pull/7
* Add docs badges to README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/8
* Update links.yml to run checks on https://ultralytics.com by glenn-jocher in https://github.com/ultralytics/docs/pull/9
* Add Slack notification on links CI failure by glenn-jocher in https://github.com/ultralytics/docs/pull/10
* Update links.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/12
* Update links.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/13
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/14
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/15
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/16
* Create sitemaps.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/17
* Add Hindi हिन्दी and Arabic العربية sitemaps by glenn-jocher in https://github.com/ultralytics/docs/pull/18
* Update sitemaps.yml to submit for main website by glenn-jocher in https://github.com/ultralytics/docs/pull/19
* Update sitemaps.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/20
* Update sitemaps.yml for IndexNow URLs by glenn-jocher in https://github.com/ultralytics/docs/pull/21
* Update dependabot.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/22
* Bump actions/setup-python from 2 to 4 in /.github/workflows by dependabot in https://github.com/ultralytics/docs/pull/24
* Bump actions/checkout from 2 to 4 in /.github/workflows by dependabot in https://github.com/ultralytics/docs/pull/23
* Update sitemaps.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/25
* Update sitemaps.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/26
* Delete index.html by glenn-jocher in https://github.com/ultralytics/docs/pull/27
* Update sitemaps.yml to use `gh-pages` branch by glenn-jocher in https://github.com/ultralytics/docs/pull/28
* Update sitemaps.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/29
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/30
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/31
* Improve README by pderrenger in https://github.com/ultralytics/docs/pull/33
* Bump actions/stale from 8 to 9 in /.github/workflows by dependabot in https://github.com/ultralytics/docs/pull/34
* Bump actions/setup-python from 4 to 5 in /.github/workflows by dependabot in https://github.com/ultralytics/docs/pull/35
* Add Ultralytics actions workflow in `format.yml` by UltralyticsAssistant in https://github.com/ultralytics/docs/pull/38
* Update format.yml by UltralyticsAssistant in https://github.com/ultralytics/docs/pull/39
* Update links.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/40
* Update Actions with Lychee and GitHub Token by pderrenger in https://github.com/ultralytics/docs/pull/41
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/42
* Update links.yml to `--scheme https` by glenn-jocher in https://github.com/ultralytics/docs/pull/43
* Update links.yml to remove --require-https by glenn-jocher in https://github.com/ultralytics/docs/pull/45
* Create download_websites.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/46
* Update download_websites.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/47
* Update download_websites.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/48
* Update sitemaps.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/49
* Update sitemaps.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/50
* Update sitemaps.yml 3 by glenn-jocher in https://github.com/ultralytics/docs/pull/51
* Update links.yml to --timeout 30 by glenn-jocher in https://github.com/ultralytics/docs/pull/52
* Update links.yml to nick-fields by glenn-jocher in https://github.com/ultralytics/docs/pull/55
* Ultralytics Actions with OpenAI GPT-4 PR Summary by pderrenger in https://github.com/ultralytics/docs/pull/56
* Bump slackapi/slack-github-action from 1.24.0 to 1.25.0 in /.github/workflows by dependabot in https://github.com/ultralytics/docs/pull/57
* Update sitemaps.yml for Dutch by glenn-jocher in https://github.com/ultralytics/docs/pull/58
* Bump nick-fields/retry from 2 to 3 in /.github/workflows by dependabot in https://github.com/ultralytics/docs/pull/59
* Create check_domains.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/60
* Update check_domains.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/61
* Add Discord Badge by glenn-jocher in https://github.com/ultralytics/docs/pull/62
* Add Slack message on domain check error by glenn-jocher in https://github.com/ultralytics/docs/pull/63
* Add domain checks to README by glenn-jocher in https://github.com/ultralytics/docs/pull/64
* Update links by glenn-jocher in https://github.com/ultralytics/docs/pull/65
* Bump slackapi/slack-github-action from 1.25.0 to 1.26.0 in /.github/workflows by dependabot in https://github.com/ultralytics/docs/pull/67
* Update README LICENSE link by glenn-jocher in https://github.com/ultralytics/docs/pull/69
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/70
* Update Ultralytics YouTube URL by glenn-jocher in https://github.com/ultralytics/docs/pull/71
* Code Refactor `ruff check --fix --extend-select I` by glenn-jocher in https://github.com/ultralytics/docs/pull/73
* Ultralytics Code Refactor https://ultralytics.com/actions by glenn-jocher in https://github.com/ultralytics/docs/pull/74
* Fix HUB link https://ultralytics.com/hub by glenn-jocher in https://github.com/ultralytics/docs/pull/75
* Add Discourse at https://community.ultralytics.com by glenn-jocher in https://github.com/ultralytics/docs/pull/77
* Update links.yml to download full website by glenn-jocher in https://github.com/ultralytics/docs/pull/72
* Update links.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/78
* Update links.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/79
* Update format.yml for Issue autolabel by glenn-jocher in https://github.com/ultralytics/docs/pull/80
* Update links.yml for more retries by glenn-jocher in https://github.com/ultralytics/docs/pull/81
* Update links.yml to accept 401 by glenn-jocher in https://github.com/ultralytics/docs/pull/82
* Ultralytics Actions JSON, CSS and autolabel support by UltralyticsAssistant in https://github.com/ultralytics/docs/pull/84
* Fix tesla links by glenn-jocher in https://github.com/ultralytics/docs/pull/85
* Remove hi and nl by UltralyticsAssistant in https://github.com/ultralytics/docs/pull/86
* Update GCS submission for www subdomain in sitemaps.yml by UltralyticsAssistant in https://github.com/ultralytics/docs/pull/87
* Exclude "/[a-z][a-z]/" by glenn-jocher in https://github.com/ultralytics/docs/pull/89
* Add https://www.reddit.com/r/Ultralytics/ badge by glenn-jocher in https://github.com/ultralytics/docs/pull/91
* Update README.md by glenn-jocher in https://github.com/ultralytics/docs/pull/92
* Update download_websites.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/97
* Improve Ultralytics website download by glenn-jocher in https://github.com/ultralytics/docs/pull/96
* --force-directories by glenn-jocher in https://github.com/ultralytics/docs/pull/98
* Improved broken link checks by glenn-jocher in https://github.com/ultralytics/docs/pull/99
* Add tag action by glenn-jocher in https://github.com/ultralytics/docs/pull/101
* Update tag.yml by glenn-jocher in https://github.com/ultralytics/docs/pull/102

New Contributors
* dependabot made their first contribution in https://github.com/ultralytics/docs/pull/24
* pderrenger made their first contribution in https://github.com/ultralytics/docs/pull/33
* UltralyticsAssistant made their first contribution in https://github.com/ultralytics/docs/pull/38

**Full Changelog**: https://github.com/ultralytics/docs/commits/0