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sennnnn 2aa632ebe7
[Enhancement] Change readme style and Update metafiles. (#895) 
* [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>
 		2021-09-28 16:25:37 +08:00
..
README.md [Enhancement] Change readme style and Update metafiles. (#895) 2021-09-28 16:25:37 +08:00
gcnet.yml [Enhancement] Change readme style and Update metafiles. (#895) 2021-09-28 16:25:37 +08:00
gcnet_r50-d8_512x512_20k_voc12aug.py init commit 2020-07-10 02:39:01 +08:00
gcnet_r50-d8_512x512_40k_voc12aug.py init commit 2020-07-10 02:39:01 +08:00
gcnet_r50-d8_512x512_80k_ade20k.py init commit 2020-07-10 02:39:01 +08:00
gcnet_r50-d8_512x512_160k_ade20k.py init commit 2020-07-10 02:39:01 +08:00
gcnet_r50-d8_512x1024_40k_cityscapes.py init commit 2020-07-10 02:39:01 +08:00
gcnet_r50-d8_512x1024_80k_cityscapes.py init commit 2020-07-10 02:39:01 +08:00
gcnet_r50-d8_769x769_40k_cityscapes.py [Improvement] Move train_cfg/test_cfg inside model (#341) 2021-01-19 17:06:23 -08:00
gcnet_r50-d8_769x769_80k_cityscapes.py [Improvement] Move train_cfg/test_cfg inside model (#341) 2021-01-19 17:06:23 -08:00
gcnet_r101-d8_512x512_20k_voc12aug.py init commit 2020-07-10 02:39:01 +08:00
gcnet_r101-d8_512x512_40k_voc12aug.py init commit 2020-07-10 02:39:01 +08:00
gcnet_r101-d8_512x512_80k_ade20k.py init commit 2020-07-10 02:39:01 +08:00
gcnet_r101-d8_512x512_160k_ade20k.py init commit 2020-07-10 02:39:01 +08:00
gcnet_r101-d8_512x1024_40k_cityscapes.py init commit 2020-07-10 02:39:01 +08:00
gcnet_r101-d8_512x1024_80k_cityscapes.py init commit 2020-07-10 02:39:01 +08:00
gcnet_r101-d8_769x769_40k_cityscapes.py init commit 2020-07-10 02:39:01 +08:00
gcnet_r101-d8_769x769_80k_cityscapes.py init commit 2020-07-10 02:39:01 +08:00

README.md

GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond

Introduction

Official Repo

Code Snippet

GCNet (ICCVW'2019/TPAMI'2020) 
@inproceedings{cao2019gcnet,
  title={Gcnet: Non-local networks meet squeeze-excitation networks and beyond},
  author={Cao, Yue and Xu, Jiarui and Lin, Stephen and Wei, Fangyun and Hu, Han},
  booktitle={Proceedings of the IEEE International Conference on Computer Vision Workshops},
  pages={0--0},
  year={2019}
}

Results and models

Cityscapes

Method Backbone Crop Size Lr schd Mem (GB) Inf time (fps) mIoU mIoU(ms+flip) config download
GCNet R-50-D8 512x1024 40000 5.8 3.93 77.69 78.56 config model | log
GCNet R-101-D8 512x1024 40000 9.2 2.61 78.28 79.34 config model | log
GCNet R-50-D8 769x769 40000 6.5 1.67 78.12 80.09 config model | log
GCNet R-101-D8 769x769 40000 10.5 1.13 78.95 80.71 config model | log
GCNet R-50-D8 512x1024 80000 - - 78.48 80.01 config model | log
GCNet R-101-D8 512x1024 80000 - - 79.03 79.84 config model | log
GCNet R-50-D8 769x769 80000 - - 78.68 80.66 config model | log
GCNet R-101-D8 769x769 80000 - - 79.18 80.71 config model | log

ADE20K

Method Backbone Crop Size Lr schd Mem (GB) Inf time (fps) mIoU mIoU(ms+flip) config download
GCNet R-50-D8 512x512 80000 8.5 23.38 41.47 42.85 config model | log
GCNet R-101-D8 512x512 80000 12 15.20 42.82 44.54 config model | log
GCNet R-50-D8 512x512 160000 - - 42.37 43.52 config model | log
GCNet R-101-D8 512x512 160000 - - 43.69 45.21 config model | log

Pascal VOC 2012 + Aug

Method Backbone Crop Size Lr schd Mem (GB) Inf time (fps) mIoU mIoU(ms+flip) config download
GCNet R-50-D8 512x512 20000 5.8 23.35 76.42 77.51 config model | log
GCNet R-101-D8 512x512 20000 9.2 14.80 77.41 78.56 config model | log
GCNet R-50-D8 512x512 40000 - - 76.24 77.63 config model | log
GCNet R-101-D8 512x512 40000 - - 77.84 78.59 config model | log