Mmrotate

Bug Fixes

- Fix reppoint bug fix when negative image training (396)
- Fix bug in oriented_reppoints_head.py (424)
- Fix mmcv-full version (423)

Improvements

- Update issue templates to main branch (579)
- Fix lint of dev branch (578)

Documentations

- Update citation (425)
- Fix markdown version when building docs (414)

Contributors

A total of 5 developers contributed to this release.
Thanks yangxue0827, ZwwWayne, MinkiSong, zytx121, RangiLyu

Highlight

- Support Oriented Reppoints (CVPR'22) (286)
- Support ConvNeXt backbone (CVPR'22) (343)

New Features

- Support RMosaic. (344)

Bug Fixes

- Fix max_coordinate in multiclass_nms_rotated. (346)
- Fix bug in PolyRandomRotate. (366)
- Fix memory shortage when using huge_image_demo.py. (368)

Improvements

- Update README.md and INSTALL.md. (342)
- Fix typo in rotated_fcos_head. (354)
- Update checkpoint and eval interval of base config. (347)
- Fix mdformat version to support python3.6 & Add mim to extras_require in setup.py. (359)
- Add mim test in CI. (374)

Contributors

A total of 9 developers contributed to this release.
Thanks LiWentomng heiyuxiaokai JinYuannn sltlls liuyanyi yangxue0827 jbwang1997 zytx121 ZwwWayne

Highlight

- Support Rotated FCOS (223)

New Features

- Update PolyRandomRotate to support discrete angle value. (281)
- Support RRandomCrop. (322)
- Support mask in merge_results and huge_image_demo.py. (280)
- Support don't filter images without ground truths. (323)
- Add MultiImageMixDataset in build_dataset. (331)

Bug Fixes

- Fix error in Windows CI. (324)
- Fix data path error in config files. (328)
- Fix bug when visualize the HRSC2016 detect results. (329)

Improvements

- Add torchserve doc in zh_cn. (287)
- Fix doc typo in README. (284)
- Configure Myst-parser to parse anchor tag (305 308)
- Replace markdownlint with mdformat for avoiding installing ruby. (306)
- Fix typo about split gap of multi scale. (272)

Contributors

A total of 7 developers contributed to this release.
Thanks liuyanyi nijkah remi-or yangxue0827 jbwang1997 zytx121 ZwwWayne

Highlight

- Support TorchServe (160)
- Support Rotated ATSS (CVPR'20) (179)

New Features

- Update performance of ReDet on HRSC2016. (203)

- Upgrage visualization to custom colors of different classes. This requires mmdet>=2.22.0. (187, 267, 270)

- Update Stable KLD, which solve the Nan issue of KLD training. (183)

- Support setting dataloader arguments in config and add functions to handle config compatibility. (215)
The comparison between the old and new usages is as below.

<table align="center">
<thead>
<tr align='center'>
<td>Before v0.2.0</td>
<td>Since v0.3.0 </td>
</tr>
</thead>
<tbody><tr valign='top'>
<th>

python
data = dict(
samples_per_gpu=2, workers_per_gpu=2,
train=dict(type='xxx', ...),
val=dict(type='xxx', samples_per_gpu=4, ...),
test=dict(type='xxx', ...),
)


</th>
<th>

python
A recommended config that is clear
data = dict(
train=dict(type='xxx', ...),
val=dict(type='xxx', ...),
test=dict(type='xxx', ...),
Use different batch size during inference.
train_dataloader=dict(samples_per_gpu=2, workers_per_gpu=2),
val_dataloader=dict(samples_per_gpu=4, workers_per_gpu=4),
test_dataloader=dict(samples_per_gpu=4, workers_per_gpu=4),
)

Old style still works but allows to set more arguments about data loaders
data = dict(
samples_per_gpu=2, only works for train_dataloader
workers_per_gpu=2, only works for train_dataloader
train=dict(type='xxx', ...),
val=dict(type='xxx', ...),
test=dict(type='xxx', ...),
Use different batch size during inference.
val_dataloader=dict(samples_per_gpu=4, workers_per_gpu=4),
test_dataloader=dict(samples_per_gpu=4, workers_per_gpu=4),
)


</th></tr>
</tbody></table>

- Add [get_flops](tools/analysis_tools/get_flops.py) tool (176)

Bug Fixes

- Fix bug about rotated anchor inside flags. (197)
- Fix Nan issue of GWD. (206)
- Fix bug in eval_rbbox_map when labels_ignore is None. (209)
- Fix bug of 'RoIAlignRotated' object has no attribute 'output_size' (213)
- Fix bug in unit test for datasets. (222)
- Fix bug in rotated_reppoints_head. (246)
- Fix GPG key error in CI and docker. (269)

Improvements

- Update citation of mmrotate in README.md (263)
- Update the introduction of SASM (AAAI'22) (184)
- Fix doc typo in Config File and Model Zoo. (199)
- Unified RBox definition in doc. (234)

Contributors

A total of 7 developers contributed to this release.
Thanks nijkah GamblerZSY liuyanyi yangxue0827 jbwang1997 zytx121 ZwwWayne

New Features

- Support Circular Smooth Label (CSL, ECCV'20) (153)
- Support multiple machines dist_train (143)
- Add [browse_dataset](tools/misc/browse_dataset.py) tool (98)
- Add [gather_models](.dev_scripts/gather_models.py) script (162)

Bug Fixes

- Remove in-place operations in rbbox_overlaps (155)
- Fix bug in docstring. (137)
- Fix bug in HRSCDataset with `clasesswise=ture` (175)

Improvements

- Add Chinese translation of `docs/zh_cn/tutorials/customize_dataset.md` (65)
- Add different seeds to different ranks (102)
- Update from-scratch install script in install.md (166)
- Improve the arguments of all mmrotate scripts (168)

Contributors

A total of 6 developers contributed to this release.
Thanks zytx121 yangxue0827 ZwwWayne jbwang1997 canoe-Z matrixgame2018

New Features

- Support [huge image inference](deom/huge_image_demo.py) (34)
- Support HRSC Dataset (96)
- Support mixed precision training (72)
- Add [colab tutorial](demo/MMRotate_Tutorial.ipynb) for beginners (66)
- Add inference speed statistics [tool](tools/analysis_tools/benchmark.py) (86)
- Add confusion matrix analysis [tool](tools/analysis_tools/confusion_matrix.py) (93)

Bug Fixes

- Fix URL error of Swin pretrained model (111)
- Fix bug for SASM during training (105)
- Fix rbbox_overlaps abnormal when the box is too small (61)
- Fix bug for visualization (12, 81)
- Fix stuck when compute mAP (14, 52)
- Fix 'RoIAlignRotated' object has no attribute 'out_size' bug (51)
- Add missing init_cfg in dense head (37)
- Fix install an additional mmcv (17)
- Fix typos in docs (3, 11, 36)

Improvements

- Move `eval_rbbox_map` from `mmrotate.datasets` to `mmrotate.core.evaluation` (73)
- Add Windows CI (31)
- Add copyright commit hook (30)
- Add Chinese translation of `docs/zh_cn/get_started.md` (16)
- Add Chinese translation of `docs/zh_cn/tutorials/customize_runtime.md` (22)
- Add Chinese translation of ` docs/zh_cn/tutorials/customize_config.md` (23)
- Add Chinese translation of `docs/zh_cn/tutorials/customize_models.md` (27)
- Add Chinese translation of `docs/zh_cn/model_zoo.md` (28)
- Add Chinese translation of `docs/zh_cn/faq.md` (33)

Contributors

A total of 13 developers contributed to this release.
Thanks zytx121 yangxue0827 jbwang1997 liuyanyi DangChuong-DC RangeKing liufeinuaa np-csu akmalulkhairin SheffieldCao BrotherHappy Abyssaledge q3394101