* merge docs/ and docs_zh-CN/

* merge docs/ and docs_zh-CN/

* merge docs/ and docs_zh-CN/

* merge docs/ and docs_zh-CN/

* fix launch utility url

* fix launch utility url

* fix wrong pytorch doc url

* remove wrong links docs//

* bump version 0.20.1

* bump version 0.20.1

* change version to v0.20.0

* change version to v0.20.0

* change version to v0.20.0

* refactor stdc code

* update key

* fix backbone inference

* remove comments

* fixing errors

* fixing version conflict

* fux typo

* use STDCHead

* upload models&logs

* adding model converters script and fix unittest

* fix error

* fix error

* fix error

* delete redundant keys in config

* fix errors in configs and unittest

* fix errors in configs and unittest

* fix errors in configs and unittest

* change Memory name

* refactor stdc2mmseg

* change name to STDC

* refactor stdc

* refactor stdc

* stdc refactor

* stdc refactor

* stdc refactor

* stdc refactor

* stdc refactor

* stdc refactor

* refactor stdc

* stdc refactor

Co-authored-by: xiexinch <xinchen.xie@qq.com>

* debug

* debug

* debug

* this is a debug step, and needs to be recovered

* need recover

* git

* debug

* git

* git

* git

* git

* git

* git

* debug need recover

* debug

* git

* debug

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* debug

* debugf

* debug

* debug

* debug

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* debug

* git

* git

* git

* use config small/base/large

* debug

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* debug

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* debug

* debug

* debug args

* debug

* debug

* git

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* git

* git

* debug

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* debug

* git

* debug

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* debug

* git

* fix pre-commit error

* fix error

* git

* git

* git

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* debug

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* fix unittest error

* fix config errors

* fix twins2mmseg bug

* git

* git

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* git

* fix init_weights() in twins.py

* git

* git

* git

* git

* fix comment

* fix comment

* fix comment

* fix comment

* fix unit test coverage in TwinsPR

* Add Twins README

* Add Twins README

* twins refactor

* twins refactor

* delete init_cfg in FFN

* delete init_cfg in FFN

* Update mmseg/models/backbones/twins.py

* Update mmseg/models/backbones/twins.py

* Update mmseg/models/backbones/twins.py

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* Update mmseg/models/backbones/twins.py

* add conference name

Co-authored-by: linxinyang <linxinyang@meituan.com>
Co-authored-by: MengzhangLI <mcmong@pku.edu.cn>
Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* first commit

* Fixing Unittest Error

* first refactory of ERFNet

* Refactorying NonBottleneck1d Module

* uploading models&logs

* uploading models&logs

* fix partial bugs & typos

* ERFNet

* add ERFNet with FCNHead

* fix typos of ERFNet

* add name on README.md cover

* chane name to T-ITS'2017

* fix lint error

* fix dataset display on readme

* delete pytorch1.3.1

* change PyTorch 1.5.1 to 1.5or1.5.0

* change PyTorch 1.5.1 to 1.5.0

* change PyTorch 1.5.1 to 1.5.0

* fix cu102

* remove fp16 folder

* remove fp16 in docs

* fix some typos

* fix some typos

* fix fp16 in yml

* change version to v0.19.0

* update changelog

* bump to v0.18.0

* replace \ with /

* FastFCN first commit

* FastFCN first commit

* Fixing lint error

* Fixing lint error

* use for loop on JPU

* Use For Loop

* Refactor FastFCN

* FastFCN

* FastFCN

* temp

* Uploading models & logs (4x4)

* Fixing typos

* fix typos

* rename config

* change README.md

* use _delete_=True

* change configs

* change start_level to 0

* change start_level to 0

* jpu

* add unittest for start_level!=0

* add icnet backbone

* add icnet head

* add icnet configs

* nclass -> num_classes

* Support ICNet

* ICNet

* ICNet

* Add ICNeck

* Add ICNeck

* Add ICNeck

* Add ICNeck

* Adding unittest

* Uploading models & logs

* Uploading models & logs

* add comment

* smaller test_swin.py

* try to delete test_swin.py

* delete test_unet.py

* delete test_unet.py

* temp

* smaller test_unet.py

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* First Commit

* fix typos

* fix typos

* Fix assertion bug

* Adding Assert

* Adding Unittest

* Fixing typo

* Uploading models & logs

* Fixing unittest error

* changing README.md

* changing README.md

* [Enhancement] Change readme style and prepare for metafiles update.

* Update apcnet github repo url.

* add code snippet.

* split code snippet & official repo.

* update md2yml hook.

* Update metafiles.

* Add converted from attribute.

* process conflict.

* Put defualt variable value.

* update bisenet v2 metafile.

* checkout to ubuntu environment.

* pop empty attribute & make task attribute list.

* update readme style

* update readme style

* update metafiles

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* BiSeNetV2 first commit

* BiSeNetV2 unittest

* remove pytest

* add pytest module

* fix ConvModule input name

* fix pytest error

* fix unittest

* refactor

* BiSeNetV2 Refactory

* fix docstrings and add some small changes

* use_sigmoid=False

* fix potential bugs about upsampling

* Use ConvModule instead

* Use ConvModule instead

* fix typos

* fix typos

* fix typos

* discard nn.conv2d

* discard nn.conv2d

* discard nn.conv2d

* delete **kwargs

* uploading markdown and model

* final commit

* BiSeNetV2 adding Unittest for its modules

* BiSeNetV2 adding Unittest for its modules

* BiSeNetV2 adding Unittest for its modules

* BiSeNetV2 adding Unittest for its modules

* BiSeNetV2 adding Unittest for its modules

* BiSeNetV2 adding Unittest for its modules

* BiSeNetV2 adding Unittest for its modules

* Fix README conflict

* Fix unittest problem

* Fix unittest problem

* BiSeNetV2

* Fixing fps

* Fixing typpos

* bisenetv2

* support coco stuff-10k/164k

* update docs

* fix docs

* update docs

* fix import lints

* Update docs/dataset_prepare.md

* Update docs/dataset_prepare.md

* Update tools/convert_datasets/coco_stuff164k.py

* Update tools/convert_datasets/coco_stuff10k.py

* Update tools/convert_datasets/coco_stuff10k.py

* Update tools/convert_datasets/coco_stuff10k.py

* Update tools/convert_datasets/coco_stuff10k.py

* Update coco_stuff.py

fix the description of the dataset

* Update dataset_prepare.md

fix the doc tree of coco stuff 10k

* Update coco_stuff10k.py

fix img_dir

* Update coco_stuff.py

fix descriptions

* Update coco_stuff164k.py

fix out_dir

* Update coco_stuff10k.py

fix save file name

* Update coco_stuff.py

fix seg_map_suffix

* Update dataset_prepare.md

fix -p

* Update dataset_prepare.md

fix doc tree

* modify coco stuff convertor

* Remove redundant code

* fix 164k convert bug

* remove redundant comment

* add deeplabv3 configs and more iterations

* replace shutil.move with shtil.copyfile

* Update deeplabv3_r50-d8_512x512_4x4_80k_coco_stuff10k.py

fix wrong config

* Update deeplabv3_r101-d8_512x512_4x4_80k_coco_stuff164k.py

fix wrong config

* fix wrong configs

* fix wrong configs

* fix wrong path for coco stuff 10k

* fix convert bugs

* fix seg_filename bug

* when nproc=0, use track progress

* rename configs: coco_stuff --> coco-stuff

* add coco-stuff 10k and 164k to README.md

* update configs

* add deeplabv3 benchmark

* add pspnet benchmark

* remove redundant comma

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* add isa module

* use more readable names, add more comments and exp results

* add unittests

* remove redundant docstring

* Apply suggestions from code review

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* fix unittest

* Update configs

* add results

* update yml

* Update README

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>
Co-authored-by: xiexinch <xinchen.xie@qq.com>

* rewrite init function

* support dark_zurich test

* reset image size

* add night

* add train_pipeline

* init function parameters

* remove base dataset config

* remove fcn config

* update doc

* add datasets to README

* update doc

* fix table of PSPNet config

* fix table of PSPNet config

* change 'model' tp 'evaluation checkpoint'

* fix typos in README_zh-CN

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

* fix README

* Update README.md

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* Update README_zh-CN.md

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* Update README_zh-CN.md

* fix lint

Co-authored-by: xiexinch <xinchen.xie@qq.com>

* Bump to v0.16.0

* fix doc

* fix changelog

* fix changelog

* Bump to v0.15.0

* fixed version

* Add chinese doc base (#593)

* [Doc] Add Chinese doc for useful_tools_md (#642)

* get_started_docs_zh

* inference_zh.md

* train_zh.md

* get_started_zh.md

* train_zh.md

* get_started_zh

* fix nospace between ZH and ENG

* change README_zh-CN link

* checkout space again

* checkout space again

* checkout space again

* pipeline

* cus_model

* cus_model

* cus_model

* runtime_md

* dataset_prepare

* useful_tools

* refine

* Update useful_tools.md

* Update useful_tools.md

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* [Doc] Add Chinese doc for get_started (#615)

* get_started_docs_zh

* inference_zh.md

* train_zh.md

* get_started_zh.md

* train_zh.md

* get_started_zh

* fix nospace between ZH and ENG

* change README_zh-CN link

* checkout space again

* checkout space again

* checkout space again

* get_started_md

* refine_get_started_md

* [Doc] Add Chinese doc for tutorial03_tutorial_datapipeline_md (#629)

* get_started_docs_zh

* inference_zh.md

* train_zh.md

* get_started_zh.md

* train_zh.md

* get_started_zh

* fix nospace between ZH and ENG

* change README_zh-CN link

* checkout space again

* checkout space again

* checkout space again

* pipeline

* refine

* Update data_pipeline.md

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* [Doc] Add Chinese doc for tutorials04_customized_models_md (#630)

* get_started_docs_zh

* inference_zh.md

* train_zh.md

* get_started_zh.md

* train_zh.md

* get_started_zh

* fix nospace between ZH and ENG

* change README_zh-CN link

* checkout space again

* checkout space again

* checkout space again

* pipeline

* cus_model

* cus_model

* cus_model

* refine

* refine

* Update customize_models.md

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* [Doc] Add Chinese doc for dataset_prepare_md (#640)

* get_started_docs_zh

* inference_zh.md

* train_zh.md

* get_started_zh.md

* train_zh.md

* get_started_zh

* fix nospace between ZH and ENG

* change README_zh-CN link

* checkout space again

* checkout space again

* checkout space again

* pipeline

* cus_model

* cus_model

* cus_model

* runtime_md

* dataset_prepare

* Update dataset_prepare.md

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* [Doc] Add Chinese doc for tutorials05_training_tricks_md (#631)

* get_started_docs_zh

* inference_zh.md

* train_zh.md

* get_started_zh.md

* train_zh.md

* get_started_zh

* fix nospace between ZH and ENG

* change README_zh-CN link

* checkout space again

* checkout space again

* checkout space again

* pipeline

* cus_model

* cus_model

* cus_model

* traning tricks md

* traning tricks md

* refine

* refine

* refine

* Update training_tricks.md

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* [Doc] Add Chinese doc for tutorials06_customized_runtime_md (#637)

* get_started_docs_zh

* inference_zh.md

* train_zh.md

* get_started_zh.md

* train_zh.md

* get_started_zh

* fix nospace between ZH and ENG

* change README_zh-CN link

* checkout space again

* checkout space again

* checkout space again

* pipeline

* cus_model

* cus_model

* cus_model

* runtime_md

* Update customize_runtime.md

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* [Doc] Add Chinese doc for tutorials01_config_md (#628)

* get_started_docs_zh

* inference_zh.md

* train_zh.md

* get_started_zh.md

* train_zh.md

* get_started_zh

* fix nospace between ZH and ENG

* change README_zh-CN link

* checkout space again

* checkout space again

* checkout space again

* new_config_md

* new_config_md1

* new_config_md1

* refine

* refine

* Update config.md

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* [Doc] Add Chinese for modelzoo (#597)

* [Doc] Add Chinese for modelzoo

* add missing

* [Doc] Add Chinese doc for tutorial02_customized_dataset_md (#620)

* get_started_docs_zh

* inference_zh.md

* train_zh.md

* get_started_zh.md

* train_zh.md

* get_started_zh

* fix nospace between ZH and ENG

* change README_zh-CN link

* checkout space again

* checkout space again

* checkout space again

* tutorial_customized_dataset

* refine

* Update customize_datasets.md

* fixconflict

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* [Doc] Add Chinese doc for train.md (#616)

* get_started_docs_zh

* inference_zh.md

* train_zh.md

* get_started_zh.md

* train_zh.md

* get_started_zh

* fix nospace between ZH and ENG

* change README_zh-CN link

* checkout space again

* checkout space again

* checkout space again

* train_md

* refine

* refine_last

* refine_last

* refine_last

* refine_last

* refine_last

* temp

* refine_last

* qwe

Co-authored-by: yuanzhang <yuanzhang@yuanzhangdeMacBook-Pro.local>

* [Doc] Add Chinese doc for inference.md (#617)

* get_started_docs_zh

* inference_zh.md

* train_zh.md

* get_started_zh.md

* train_zh.md

* get_started_zh

* fix nospace between ZH and ENG

* change README_zh-CN link

* checkout space again

* checkout space again

* checkout space again

* inference_zh_md

* Update docs_zh-CN/inference.md

Directly delete this sentence?

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* qwe

* temp

* qw

* Update docs_zh-CN/inference.md

* Update docs_zh-CN/inference.md

* Update docs_zh-CN/inference.md

* Update docs_zh-CN/inference.md

* Update docs_zh-CN/inference.md

* Update inference.md

Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* fixed some dir

* fixed typo

Co-authored-by: MengzhangLI <mcmong@pku.edu.cn>
Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>
Co-authored-by: yuanzhang <yuanzhang@yuanzhangdeMacBook-Pro.local>

* add Swin Transformer

* add Swin Transformer

* fixed import

* Add some swin training settings.

* Fix some filename error.

* Fix attribute name: pretrain -> pretrained

* Upload mmcls implementation of swin transformer.

* Refactor Swin Transformer to follow mmcls style.

* Refactor init_weigths of swin_transformer.py

* Fix lint

* Match inference precision

* Add some comments

* Add swin_convert to load official style ckpt

* Remove arg: auto_pad

* 1. Complete comments for each block;

2. Correct weight convert function;

3. Fix the pad of Patch Merging;

* Clean function args.

* Fix vit unit test.

* 1. Add swin transformer unit tests;

2. Fix some pad bug;

3. Modify config to adapt new swin implementation;

* Modify config arg

* Update readme.md of swin

* Fix config arg error and Add some swin benchmark msg.

* Add MeM and ms test content for readme.md of swin transformer.

* Fix doc string of swin module

* 1. Register swin transformer to model list;

2. Modify pth url which keep meta attribute;

* Update swin.py

* Merge config settings.

* Modify config style.

* Update README.md

Add ViT link

* Modify main readme.md

Co-authored-by: Jiarui XU <xvjiarui0826@gmail.com>
Co-authored-by: sennnnn <201730271412@mail.scut.edu.cn>
Co-authored-by: Junjun2016 <hejunjun@sjtu.edu.cn>

* [Fix] Add setr & vit msg.

* Fix init bug

* Modify init_cfg arg

* Add conv_seg init

* Add some publish information

* Fix some readme omission.