## Motivation

Support for biomedical 3d images augmentation.

## Modification

Add BioMedical3DRandomFlip in mmseg/datasets/transforms/transforms.py.

Co-authored-by: MeowZheng <meowzheng@outlook.com>

## Support `Mapillary Vistas Dataset`

## Motivation

Support  **`Mapillary Vistas Dataset`**
Dataset Paper link : https://ieeexplore.ieee.org/document/9878466/
Download and more information view
https://www.mapillary.com/dataset/vistas


```
@InProceedings{Neuhold_2017_ICCV,
author = {Neuhold, Gerhard and Ollmann, Tobias and Rota Bulo, Samuel and Kontschieder, Peter},
title = {The Mapillary Vistas Dataset for Semantic Understanding of Street Scenes},
booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV)},
month = {Oct},
year = {2017}
}
```

## Modification

Add `Mapillary_dataset` in `mmsegmentation/projects`
Add `configs/_base_/mapillary_v1_2.py` and
`configs/_base_/mapillary_v2_0.py`
Add `configs/deeplabv3plus_r18-d8_4xb2-80k_mapillay-512x1024.py` to test
training and testing on Mapillary datasets
Add `docs/en/user_guides/2_dataset_prepare.md` , add Mapillary Vistas
Dataset Preparing and Structure.
Add `tools/dataset_converters/mapillary.py` to convert RGB labels to
Mask labels.

Co-authored-by: 谢昕辰 <xiexinch@outlook.com>

Old PR: https://github.com/open-mmlab/mmsegmentation/pull/2169

## Motivation

Ref:
https://github.com/open-mmlab/mmsegmentation/pull/2464#discussion_r1072211706



Co-authored-by: Miao Zheng <76149310+MeowZheng@users.noreply.github.com>

## Motivation

Makes docstring to be consistent with actual argument name.

## Modification

Minor fix

## BC-breaking (Optional)

No

## Motivation

As title.

## Modification

- docs/en/api.rst
- docs/zh_cn/api.rst
- add `scipy` to readthedocs requirement.

## Support `HieraSeg` interface on `cityscapes`

## Motivation

Support `HieraSeg` interface on cityscapes dataset  
Paper link : https://ieeexplore.ieee.org/document/9878466/

```
@article{li2022deep,
  title={Deep Hierarchical Semantic Segmentation},
  author={Li, Liulei and Zhou, Tianfei and Wang, Wenguan and Li, Jianwu and Yang, Yi},
  journal={CVPR},
  year={2022}
}
```

## Modification

Add `HieraSeg_Projects` on `projects/`
Add `sep_aspp_contrast_head` decoder head.
Add `HieraSeg` config.
Add `hiera_loss`, `hiera_triplet_loss_cityscape`, `tree_triplet_loss`

## Motivation

The motivation of this PR is to add `gt_edge_map` field to support
boundary loss.

## Modification

- GenerateEdge
Modify `gt_edge` field to `gt_edge_map`.

- PackSegInputs
Add `gt_edge_map` to data_sample.

- stack_batch
Pad `gt_edge_map` to max_shape.

## BC-breaking (Optional)

No

## Use cases (Optional)

Reference `GenerateEdge`.

## Motivation
- Add Chinese version of Synapse dataset preparation.
- Modify all `，` and `。` to `,` and `.` in
`docs/zh_cn/user_guides/2_dataset_prepare.md`.

## Motivation

Fix incorrect `img_shape` value assignment.

## Modification

- mmseg/datasets/transforms/transforms.py

## Motivation

as title

## Modification

1. .circleci/test.yml
2. .github/workflows/merge_stage_test.yml

## Motivation

As title. 

## Modification

- projects/isnet/README.md

## Motivation

Add Synapse dataset in MMSegmentation.
Old PR: https://github.com/open-mmlab/mmsegmentation/pull/2372.

## Motivation

Support ISNet.
paper link: [ISNet: Integrate Image-Level and Semantic-Level Context for
Semantic
Segmentation](https://openaccess.thecvf.com/content/ICCV2021/papers/Jin_ISNet_Integrate_Image-Level_and_Semantic-Level_Context_for_Semantic_Segmentation_ICCV_2021_paper.pdf)

## Modification

Add ISNet decoder head.
Add ISNet config.

## Motivation
Add the 3d pad transform for biomedical images, which follows the design
of the nnUNet.

Add the random gamma correction transform for biomedical images, which
follows the design of the nnUNet.

## Motivation

implement nnUNet-style Gaussian Noise and Blur

## Motivation

To release 1.0.0rc3  

## Modification

1. Modify mmseg version 
2. Add change log
3. Modify README
4. Modify faq 
5. Revise docker file

## Motivation

The conflict is caused by:
    The user requested torch==1.12.1+cpu
    torchvision 0.13.0+cpu depends on torch==1.12.0

## Modification

modify the torch==1.12.0+cpu

## Motivation

Calling `mmseg.utils.register_all_modules` will import `MaskFormerHead`
and `Mask2FormerHead`, it will crash if mmdet is not installed as `None`
cannot be initialized.

## Modification

- Modify `MMDET_MaskFormerHead=BaseModule` and `MMDET_Mask2FormerHead =
BaseModule` when cannot import from mmdet

* tta init

* use mmcv transform

* test city

* add multiscale

* fix merge

* add softmax to post process

* add ut

* add tta pipeline to other datasets

* remove softmax

* add encoder_decoder_tta ut

* add encoder_decoder_tta ut

* rename

* rename file

* rename config

* rm aug_test

* move flip to post process

* fix channel

* [Doc] Change some content from customize_runtime to engine ZN doc

* fix comments

* add customize runtime setting zn doc

* move optimizer content into one section

* fix

* fix

* fix

* fix

* [Feature] Add Biomedical 3D array random crop transform

* fix lint

* fix gen crop bbox

* fix gen crop bbox

* docstring

* typo

Co-authored-by: MeowZheng <meowzheng@outlook.com>

* draft

* update loss

* update

* add runner

* add steps

* update

add example project

add ci ignore

add version limits

* DOC

Update docs/zh_cn/get_started.md

Co-authored-by: 谢昕辰 <xiexinch@outlook.com>

* [Doc] Add ZN datasets.md in dev-1.x

* fix typo

* fix

* fix

* Add torch1.13 in CI

* use mim install mm packages

* install all requirements

* install wheel

* add ref

* CodeCamp #1562 [Doc] update `overview.md`

* Update overview.md

* Update docs/zh_cn/overview.md

Co-authored-by: 谢昕辰 <xiexinch@outlook.com>

* Update docs/zh_cn/overview.md

Co-authored-by: 谢昕辰 <xiexinch@outlook.com>

doc

modify part of content

changed parts of content

modified

Update docs/zh_cn/user_guides/4_train_test.md

Co-authored-by: 谢昕辰 <xiexinch@outlook.com>

* [Doc]Translate the 1_config.md and modify a wrong statement in 1_config.md

* Translate the 1_config.md and modify a wrong statement in 1_config.md

* Modify some expressions

* Apply suggestions from code review

* Bump 1.0.0rc2

* typo

* init commits

* fix crop size

* add seg_data2instance_data method

* add ut and update requirement

* update configs and readme

* add model-indel

* update optional requirements

* fix results

* fix lint error

* update results

* update results

* remove mmdet from requirements/optional.txt

* use try import and update README

* add docstring to overwrtied method

* minor change

Co-authored-by: MengzhangLI <mcmong@pku.edu.cn>

* [Feature] Support MaskFormer(NeurIPS'2021) in MMSeg 1.x

* add mmdet try except logic

* refactor config files

* add readme

* fix config

* update models & logs

* add MMDET installation and fix info

* fix comments

* fix

* fix config norm optimizer setting

* update models & logs & unittest

* add docstring of MaskFormerHead

* wait for mmdet 3.0.0rc4

* replace seg_mask with seg_logits & add docstring for batch_input_shape

* use mmdet3.0.0rc4

* fix readme and modify config comments

* add mmdet installation in pr_stage_test.yml

* update mmcv version in pr_stage_test.yml

* add mmdet in build_cpu of pr_stage_test.yml

* modify mmdet& mmcv installation in merge_stage_test.yml

* fix typo

* update test.yml

* update test.yml

* add img_padding_size

* minor change

* add pad_shape to data_samples

* [Enchancement] Delete mmcls in runtime.txt in dev-1.x

* fix mmcv minimal version