Mmselfsup

Highlight

- Update **BYOL** model and results ([319](https://github.com/open-mmlab/mmselfsup/pull/319))
- Refine some documentation

New Features

- Update **BYOL** models and results ([319](https://github.com/open-mmlab/mmselfsup/pull/319))

Bug Fixes

- Set qkv bias to False for cae and True for mae ([303](https://github.com/open-mmlab/mmselfsup/pull/303))
- Fix spelling errors in MAE config ([307](https://github.com/open-mmlab/mmselfsup/pull/307))

Improvements

- Change the file name of cosine annealing hook ([304](https://github.com/open-mmlab/mmselfsup/pull/304))
- Replace markdownlint with mdformat ([311](https://github.com/open-mmlab/mmselfsup/pull/311))

Docs

- Fix typo in tutotial ([308](https://github.com/open-mmlab/mmselfsup/pull/308))
- Configure Myst-parser to parse anchor tag ([309](https://github.com/open-mmlab/mmselfsup/pull/309))
- Update readthedocs algorithm README ([310](https://github.com/open-mmlab/mmselfsup/pull/310))
- Rewrite install.md ([317](https://github.com/open-mmlab/mmselfsup/pull/317))
- refine README.md file ([318](https://github.com/open-mmlab/mmselfsup/pull/318))

Contributors

A total of 5 developers contributed to this release.
Thanks Jiahao000 , fangyixiao18 , YuanLiuuuuuu , luuuyi , soonera

Highlight
* Support **CAE** ([284](https://github.com/open-mmlab/mmselfsup/pull/284))
* Support **Barlow Twins** ([207](https://github.com/open-mmlab/mmselfsup/pull/207))

New Features
* Support CAE ([284](https://github.com/open-mmlab/mmselfsup/pull/284))
* Support Barlow twins ([207](https://github.com/open-mmlab/mmselfsup/pull/207))
* Add SimMIM 192 pretrain and 224 fine-tuning results ([280](https://github.com/open-mmlab/mmselfsup/pull/280))
* Add MAE pretrain with fp16 ([271](https://github.com/open-mmlab/mmselfsup/pull/271))

Bug Fixes
* Fix args error ([290]([[Fix] fix args error by fangyixiao18 · Pull Request 290 · open-mmlab/mmselfsup](https://github.com/open-mmlab/mmselfsup/pull/290)))
* Change `imgs_per_gpu` to `samples_per_gpu` in MAE config ([278](https://github.com/open-mmlab/mmselfsup/pull/278))
* Avoid GPU memory leak with prefetch dataloader ([277]([[Feature] Avoid GPU memory leak with prefetch dataloader by mitming · Pull Request 277 · open-mmlab](https://github.com/open-mmlab/mmselfsup/pull/277)))
* Fix key error bug when registering custom hooks ([273]([[Fix] fix key error bug when registering custom hooks by fangyixiao18 · Pull Request 273 · open-mml](https://github.com/open-mmlab/mmselfsup/pull/273)))

Improvements
* Update SimCLR models and results ([295](https://github.com/open-mmlab/mmselfsup/pull/295))
* Reduce memory usage while running unit test ([291](https://github.com/open-mmlab/mmselfsup/pull/291))
* Remove PyTorch1.5 test ([288](https://github.com/open-mmlab/mmselfsup/pull/288))
* Rename linear probing config file names ([281]([[Benchmark] rename linear probing config file names by fangyixiao18 · Pull Request 281 · open-mmlab](https://github.com/open-mmlab/mmselfsup/pull/281)))
* add unit test for apis ([276]([[UT] add unit test for apis by fangyixiao18 · Pull Request 276 · open-mmlab/mmselfsup](https://github.com/open-mmlab/mmselfsup/pull/276)))

Docs
* Fix SimMIM config link, and add SimMIM to model_zoo ([272](https://github.com/open-mmlab/mmselfsup/pull/272))

Contributors
A total of 5 developers contributed to this release.
Thanks Jiahao000 , fangyixiao18 , YuanLiuuuuuu , mitming , xcnick

Highlight
* Support **SimMIM** ([239](https://github.com/open-mmlab/mmselfsup/pull/239))
* Add **KNN** benchmark, support KNN test with checkpoint and extracted backbone weights ([243](https://github.com/open-mmlab/mmselfsup/pull/243))
* Support ImageNet-21k dataset ([225](https://github.com/open-mmlab/mmselfsup/pull/225))

New Features
* Support SimMIM ([239](https://github.com/open-mmlab/mmselfsup/pull/239))
* Add KNN benchmark, support KNN test with checkpoint and extracted backbone weights ([243](https://github.com/open-mmlab/mmselfsup/pull/243))
* Support ImageNet-21k dataset ([225](https://github.com/open-mmlab/mmselfsup/pull/225))
* Resume latest checkpoint automatically ([245](https://github.com/open-mmlab/mmselfsup/pull/245))

Bug Fixes
* Add seed to distributed sampler ([250](https://github.com/open-mmlab/mmselfsup/pull/250))
* Fix positional parameter error in dist_test_svm_epoch.sh ([260](https://github.com/open-mmlab/mmselfsup/pull/260))
* Fix 'mkdir' error in prepare_voc07_cls.sh ([261](https://github.com/open-mmlab/mmselfsup/pull/261))

Improvements
* Update args format from command line ([253](https://github.com/open-mmlab/mmselfsup/pull/253))

Docs
* Fix command errors in 6_benchmarks.md ([263](https://github.com/open-mmlab/mmselfsup/pull/263))
* Translate 6_benchmarks.md to Chinese ([262](https://github.com/open-mmlab/mmselfsup/pull/262))

Contributors
A total of 5 developers contributed to this release.
Thanks Jiahao000 , fangyixiao18 , YuanLiuuuuuu , soonera , mitming

Bug Fixes

Fix MMClassification version dependency

Highlight
* Support MAE ([221](https://github.com/open-mmlab/mmselfsup/pull/221))
* Add Places205 benchmarks ([210](https://github.com/open-mmlab/mmselfsup/pull/210))
* Add test Windows in workflows ([215](https://github.com/open-mmlab/mmselfsup/pull/215))

New Features
* Support MAE ([221](https://github.com/open-mmlab/mmselfsup/pull/221))
* Add Places205 benchmarks ([210](https://github.com/open-mmlab/mmselfsup/pull/210))

Bug Fixes
* Fix config typos for rotation prediction and deepcluster ([200](https://github.com/open-mmlab/mmselfsup/pull/200))
* Fix image channel bgr/rgb bug and update benchmarks ([210](https://github.com/open-mmlab/mmselfsup/pull/210))
* Fix the bug when using prefetch under multi-view methods ([218](https://github.com/open-mmlab/mmselfsup/pull/218))
* Fix tsne 'no init_cfg' error ([222](https://github.com/open-mmlab/mmselfsup/pull/222))

Improvements
* Deprecate `imgs_per_gpu` and use `samples_per_gpu` ([204](https://github.com/open-mmlab/mmselfsup/pull/204))
* Update the installation of MMCV ([208](https://github.com/open-mmlab/mmselfsup/pull/208))
* Add pre-commit hook for algo-readme and copyright ([213](https://github.com/open-mmlab/mmselfsup/pull/213))
* Add test Windows in workflows ([215](https://github.com/open-mmlab/mmselfsup/pull/215))

Docs
* Translate 0_config.md into Chinese ([216](https://github.com/open-mmlab/mmselfsup/pull/216))
* Reorganizing OpenMMLab projects and update algorithms in readme ([219](https://github.com/open-mmlab/mmselfsup/pull/219))

Contributors
A total of 6 developers contributed to this release.
Thanks Jiahao000 , fangyixiao18 , YuanLiuuuuuu , wang11wang , c-liangyu , mitming

Highlight
* Support vision transformer based MoCo v3 ([194](https://github.com/open-mmlab/mmselfsup/pull/194))
* Speed up training and start time ([181](https://github.com/open-mmlab/mmselfsup/pull/181))
* Support cpu training ([188](https://github.com/open-mmlab/mmselfsup/pull/188))

New Features
* Support vision transformer based MoCo v3 ([194](https://github.com/open-mmlab/mmselfsup/pull/194))
* Support cpu training ([188](https://github.com/open-mmlab/mmselfsup/pull/188))

Bug Fixes
* Fix issue ([159](https://github.com/open-mmlab/mmselfsup/issues/159), [#160](https://github.com/open-mmlab/mmselfsup/issues/160)) related bugs ([#161](https://github.com/open-mmlab/mmselfsup/pull/161))
* Fix missing prob assignment in `RandomAppliedTrans` ([173](https://github.com/open-mmlab/mmselfsup/pull/173))
* Fix bug of showing k-means losses ([182](https://github.com/open-mmlab/mmselfsup/pull/182))
* Fix bug in non-distributed multi-gpu training/testing ([189](https://github.com/open-mmlab/mmselfsup/pull/189))
* Fix bug when loading cifar dataset ([191](https://github.com/open-mmlab/mmselfsup/pull/191))
* Fix `dataset.evaluate` args bug ([192](https://github.com/open-mmlab/mmselfsup/pull/192))

Improvements
* Cancel previous runs that are not completed in CI ([145](https://github.com/open-mmlab/mmselfsup/pull/145))
* Enhance MIM function ([152](https://github.com/open-mmlab/mmselfsup/pull/152))
* Skip CI when some specific files were changed ([154](https://github.com/open-mmlab/mmselfsup/pull/154))
* Add `drop_last` when building eval optimizer ([158](https://github.com/open-mmlab/mmselfsup/pull/158))
* Deprecate the support for "python setup.py test" ([174](https://github.com/open-mmlab/mmselfsup/pull/174))
* Speed up training and start time ([181](https://github.com/open-mmlab/mmselfsup/pull/181))
* Upgrade `isort` to 5.10.1 ([184](https://github.com/open-mmlab/mmselfsup/pull/184))

Docs
* Refactor the directory structure of docs ([146](https://github.com/open-mmlab/mmselfsup/pull/146))
* Fix readthedocs ([148](https://github.com/open-mmlab/mmselfsup/pull/148), [#149](https://github.com/open-mmlab/mmselfsup/pull/149), [#153](https://github.com/open-mmlab/mmselfsup/pull/153))
* Fix typos and dead links in some docs ([155](https://github.com/open-mmlab/mmselfsup/pull/155), [#180](https://github.com/open-mmlab/mmselfsup/pull/180), [#195](https://github.com/open-mmlab/mmselfsup/pull/195))
* Update training logs and benchmark results in model zoo ([157](https://github.com/open-mmlab/mmselfsup/pull/157), [#165](https://github.com/open-mmlab/mmselfsup/pull/165), [#195](https://github.com/open-mmlab/mmselfsup/pull/195))
* Update and translate some docs into Chinese ([163](https://github.com/open-mmlab/mmselfsup/pull/163), [#164](https://github.com/open-mmlab/mmselfsup/pull/164), [#165](https://github.com/open-mmlab/mmselfsup/pull/165), [#166](https://github.com/open-mmlab/mmselfsup/pull/166), [#167](https://github.com/open-mmlab/mmselfsup/pull/167), [#168](https://github.com/open-mmlab/mmselfsup/pull/168), [#169](https://github.com/open-mmlab/mmselfsup/pull/169), [#172](https://github.com/open-mmlab/mmselfsup/pull/172), [#176](https://github.com/open-mmlab/mmselfsup/pull/176), [#178](https://github.com/open-mmlab/mmselfsup/pull/178), [#179](https://github.com/open-mmlab/mmselfsup/pull/179))
* Update algorithm README with the new format ([177](https://github.com/open-mmlab/mmselfsup/pull/177))

Contributors
A total of 10 developers contributed to this release.
Thanks Jiahao000, fangyixiao18, YuanLiuuuuuu, soonera, Kaminyou, mitming, RangeKing, xcnick, st9007a, Muyun99

New Contributors
* RangeKing made their first contribution in https://github.com/open-mmlab/mmselfsup/pull/163
* Muyun99 made their first contribution in https://github.com/open-mmlab/mmselfsup/pull/168
* xcnick made their first contribution in https://github.com/open-mmlab/mmselfsup/pull/173
* soonera made their first contribution in https://github.com/open-mmlab/mmselfsup/pull/178
* Kaminyou made their first contribution in https://github.com/open-mmlab/mmselfsup/pull/180
* st9007a made their first contribution in https://github.com/open-mmlab/mmselfsup/pull/184
* mitming made their first contribution in https://github.com/open-mmlab/mmselfsup/pull/191