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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
apcnet.yml [Enhancement] Change readme style and Update metafiles. (#895) 2021-09-28 16:25:37 +08:00
apcnet_r50-d8_512x512_80k_ade20k.py [Bug fix] Fixed ADE20k test (#359) 2021-01-24 02:17:59 -08:00
apcnet_r50-d8_512x512_160k_ade20k.py [Bug fix] Fixed ADE20k test (#359) 2021-01-24 02:17:59 -08:00
apcnet_r50-d8_512x1024_40k_cityscapes.py Support APCNet (#299) 2020-12-17 23:23:45 -08:00
apcnet_r50-d8_512x1024_80k_cityscapes.py Support APCNet (#299) 2020-12-17 23:23:45 -08:00
apcnet_r50-d8_769x769_40k_cityscapes.py [Improvement] Move train_cfg/test_cfg inside model (#341) 2021-01-19 17:06:23 -08:00
apcnet_r50-d8_769x769_80k_cityscapes.py [Improvement] Move train_cfg/test_cfg inside model (#341) 2021-01-19 17:06:23 -08:00
apcnet_r101-d8_512x512_80k_ade20k.py Support APCNet (#299) 2020-12-17 23:23:45 -08:00
apcnet_r101-d8_512x512_160k_ade20k.py Support APCNet (#299) 2020-12-17 23:23:45 -08:00
apcnet_r101-d8_512x1024_40k_cityscapes.py Support APCNet (#299) 2020-12-17 23:23:45 -08:00
apcnet_r101-d8_512x1024_80k_cityscapes.py Support APCNet (#299) 2020-12-17 23:23:45 -08:00
apcnet_r101-d8_769x769_40k_cityscapes.py Support APCNet (#299) 2020-12-17 23:23:45 -08:00
apcnet_r101-d8_769x769_80k_cityscapes.py Support APCNet (#299) 2020-12-17 23:23:45 -08:00

README.md

Adaptive Pyramid Context Network for Semantic Segmentation

Introduction

Official Repo

Code Snippet

APCNet (CVPR'2019) 
@InProceedings{He_2019_CVPR,
author = {He, Junjun and Deng, Zhongying and Zhou, Lei and Wang, Yali and Qiao, Yu},
title = {Adaptive Pyramid Context Network for Semantic Segmentation},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {June},
year = {2019}
}

Results and models

Cityscapes

Method Backbone Crop Size Lr schd Mem (GB) Inf time (fps) mIoU mIoU(ms+flip) config download
APCNet R-50-D8 512x1024 40000 7.7 3.57 78.02 79.26 config model | log
APCNet R-101-D8 512x1024 40000 11.2 2.15 79.08 80.34 config model | log
APCNet R-50-D8 769x769 40000 8.7 1.52 77.89 79.75 config model | log
APCNet R-101-D8 769x769 40000 12.7 1.03 77.96 79.24 config model | log
APCNet R-50-D8 512x1024 80000 - - 78.96 79.94 config model | log
APCNet R-101-D8 512x1024 80000 - - 79.64 80.61 config model | log
APCNet R-50-D8 769x769 80000 - - 78.79 80.35 config model | log
APCNet R-101-D8 769x769 80000 - - 78.45 79.91 config model | log

ADE20K

Method Backbone Crop Size Lr schd Mem (GB) Inf time (fps) mIoU mIoU(ms+flip) config download
APCNet R-50-D8 512x512 80000 10.1 19.61 42.20 43.30 config model | log
APCNet R-101-D8 512x512 80000 13.6 13.10 45.54 46.65 config model | log
APCNet R-50-D8 512x512 160000 - - 43.40 43.94 config model | log
APCNet R-101-D8 512x512 160000 - - 45.41 46.63 config model | log