Mmsegmentation

**New Features**

- Add model ensemble tools ([2218](https://github.com/open-mmlab/mmsegmentation/pull/2218))

**Bug Fixes**

- Use SyncBN in MobileNetV2 ([2207](https://github.com/open-mmlab/mmsegmentation/pull/2207))

**Documentation**

- Update FAQ doc about binary segmentation and ReduceZeroLabel ([2206](https://github.com/open-mmlab/mmsegmentation/pull/2206))
- Fix typos ([2249](https://github.com/open-mmlab/mmsegmentation/pull/2249))
- Fix model results ([2190](https://github.com/open-mmlab/mmsegmentation/pull/2190), [#2114](https://github.com/open-mmlab/mmsegmentation/pull/2114))

**Contributors**

- isLinXu made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/2219
- zhijiejia made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/2218
- lee-jinhee made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/2249

**New Features**

- Support PoolFormer (CVPR'2022) ([1537](https://github.com/open-mmlab/mmsegmentation/pull/1537))

**Enhancement**

- Improve structure and readability for FCNHead ([2142](https://github.com/open-mmlab/mmsegmentation/pull/2142))
- Support IterableDataset in distributed training ([2151](https://github.com/open-mmlab/mmsegmentation/pull/2151))
- Upgrade .dev scripts ([2020](https://github.com/open-mmlab/mmsegmentation/pull/2020))
- Upgrade pre-commit hooks ([2155](https://github.com/open-mmlab/mmsegmentation/pull/2155))

**Bug Fixes**

- Fix mmseg.api.inference inference_segmentor ([1849](https://github.com/open-mmlab/mmsegmentation/pull/1849))
- fix bug about label_map in evaluation part ([2075](https://github.com/open-mmlab/mmsegmentation/pull/2075))
- Add missing dependencies to torchserve docker file ([2133](https://github.com/open-mmlab/mmsegmentation/pull/2133))
- Fix ddp unittest ([2060](https://github.com/open-mmlab/mmsegmentation/pull/2060))

**Contributors**

- jinwonkim93 made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1849
- rlatjcj made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/2075
- ShirleyWangCVR made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/2151
- mangelroman made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/2133

**New Features**

- Support Tversky Loss ([1896](https://github.com/open-mmlab/mmsegmentation/pull/1986))

**Bug Fixes**

- Fix binary segmentation ([2016](https://github.com/open-mmlab/mmsegmentation/pull/2016))
- Fix config files ([1901](https://github.com/open-mmlab/mmsegmentation/pull/1901), [#1893](https://github.com/open-mmlab/mmsegmentation/pull/1893), [#1871](https://github.com/open-mmlab/mmsegmentation/pull/1871))
- Revise documentation ([1844](https://github.com/open-mmlab/mmsegmentation/pull/1844), [#1980](https://github.com/open-mmlab/mmsegmentation/pull/1980), [#2025](https://github.com/open-mmlab/mmsegmentation/pull/2025), [#1982](https://github.com/open-mmlab/mmsegmentation/pull/1982))
- Fix confusion matrix calculation ([1992](https://github.com/open-mmlab/mmsegmentation/pull/1992))
- Fix decode head forward_train error ([1997](https://github.com/open-mmlab/mmsegmentation/pull/1997))

**Contributors**

- suchot made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1844
- TimoK93 made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1992

**Enhancement**

- Add Swin-L Transformer models ([1471](https://github.com/open-mmlab/mmsegmentation/pull/1471))
- Update ERFNet results ([1744](https://github.com/open-mmlab/mmsegmentation/pull/1744))

**Bug Fixes**

- Revise documentation ([1761](https://github.com/open-mmlab/mmsegmentation/pull/1761), [#1755](https://github.com/open-mmlab/mmsegmentation/pull/1755), [#1802](https://github.com/open-mmlab/mmsegmentation/pull/1802))
- Fix colab tutorial ([1779](https://github.com/open-mmlab/mmsegmentation/pull/1779))
- Fix segformer checkpoint url ([1785](https://github.com/open-mmlab/mmsegmentation/pull/1785))

**Contributors**

- DataSttructure made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1802
- AkideLiu made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1785
- mawanda-jun made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1761
- Yan-Daojiang made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1755

**Highlights**

- Update New SegFormer models on ADE20K ([1705](https://github.com/open-mmlab/mmsegmentation/pull/1705))
- Dedicated MMSegWandbHook for MMSegmentation ([1603](https://github.com/open-mmlab/mmsegmentation/pull/1603))

**New Features**

- Update New SegFormer models on ADE20K ([1705](https://github.com/open-mmlab/mmsegmentation/pull/1705))
- Dedicated MMSegWandbHook for MMSegmentation ([1603](https://github.com/open-mmlab/mmsegmentation/pull/1603))
- Add UPerNet r18 results ([1669](https://github.com/open-mmlab/mmsegmentation/pull/1669))

**Enhancement**

- Keep dimension of `cls_token_weight` for easier ONNX deployment ([1642](https://github.com/open-mmlab/mmsegmentation/pull/1642))
- Support infererence with padding ([1607](https://github.com/open-mmlab/mmsegmentation/pull/1607))

**Bug Fixes**

- Fix typos ([1640](https://github.com/open-mmlab/mmsegmentation/pull/1640), [1667](https://github.com/open-mmlab/mmsegmentation/pull/1667), [1656](https://github.com/open-mmlab/mmsegmentation/pull/1656), [1699](https://github.com/open-mmlab/mmsegmentation/pull/1699), [1702](https://github.com/open-mmlab/mmsegmentation/pull/1702), [1695](https://github.com/open-mmlab/mmsegmentation/pull/1695), [1707](https://github.com/open-mmlab/mmsegmentation/pull/1707), [1708](https://github.com/open-mmlab/mmsegmentation/pull/1708), [1721](https://github.com/open-mmlab/mmsegmentation/pull/1721))

**Documentation**

- Fix `mdformat` version to support python3.6 and remove ruby installation ([1672](https://github.com/open-mmlab/mmsegmentation/pull/1672))

New Contributors
* RunningLeon made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1642
* zhouzaida made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1655
* tkhe made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1667
* rotorliu made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1656
* EvelynWang-0423 made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1679
* ZhaoYi1222 made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1616
* Sanster made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1704
* ayulockin made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1603

**Full Changelog**: https://github.com/open-mmlab/mmsegmentation/compare/v0.25.0...v0.26.0

What's Changed

**Highlights**

- Support PyTorch backend on MLU ([1515](https://github.com/open-mmlab/mmsegmentation/pull/1515))

**Bug Fixes**

- Fix the error of BCE loss when batch size is 1 ([1629](https://github.com/open-mmlab/mmsegmentation/pull/1629))
- Fix bug of `resize` function when align_corners is True ([1592](https://github.com/open-mmlab/mmsegmentation/pull/1592))
- Fix Dockerfile to run demo script in docker container ([1568](https://github.com/open-mmlab/mmsegmentation/pull/1568))
- Correct inference_demo.ipynb path ([1576](https://github.com/open-mmlab/mmsegmentation/pull/1576))
- Fix the `build_segmentor` in colab demo ([1551](https://github.com/open-mmlab/mmsegmentation/pull/1551))
- Fix md2yml script ([1633](https://github.com/open-mmlab/mmsegmentation/pull/1633), [1555](https://github.com/open-mmlab/mmsegmentation/pull/1555))
- Fix main line link in MAE README.md ([1556](https://github.com/open-mmlab/mmsegmentation/pull/1556))
- Fix fastfcn `crop_size` in README.md by ([1597](https://github.com/open-mmlab/mmsegmentation/pull/1597))
- Pip upgrade when testing windows platform ([1610](https://github.com/open-mmlab/mmsegmentation/pull/1610))

**Improvements**

- Delete DS_Store file ([1549](https://github.com/open-mmlab/mmsegmentation/pull/1549))
- Revise owners.yml ([1621](https://github.com/open-mmlab/mmsegmentation/pull/1621), [1534](https://github.com/open-mmlab/mmsegmentation/pull/1543))

**Documentation**

- Rewrite the installation guidance ([1630](https://github.com/open-mmlab/mmsegmentation/pull/1630))
- Format readme ([1635](https://github.com/open-mmlab/mmsegmentation/pull/1635))
- Replace markdownlint with mdformat to avoid ruby installation ([1591](https://github.com/open-mmlab/mmsegmentation/pull/1591))
- Add explanation and usage instructions for data configuration ([1548](https://github.com/open-mmlab/mmsegmentation/pull/1548))
- Configure Myst-parser to parse anchor tag ([1589](https://github.com/open-mmlab/mmsegmentation/pull/1589))
- Update QR code and link for QQ group ([1598](https://github.com/open-mmlab/mmsegmentation/pull/1598), [1574](https://github.com/open-mmlab/mmsegmentation/pull/1574))

**Contributors**

- atinfinity made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1568
- DoubleChuang made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1576
- alpha-baymax made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1515
- 274869388 made their first contribution in https://github.com/open-mmlab/mmsegmentation/pull/1629

**Full Changelog**: https://github.com/open-mmlab/mmsegmentation/compare/v0.24.1...v0.25.0