mmsegmentation/configs/isanet
sennnnn 2aa632ebe7
[Enhancement] Change readme style and Update metafiles. (#895)
* [Enhancement] Change readme style and prepare for metafiles update.

* Update apcnet github repo url.

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* split code snippet & official repo.

* update md2yml hook.

* Update metafiles.

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* update bisenet v2 metafile.

* checkout to ubuntu environment.

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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
isanet.yml [Enhancement] Change readme style and Update metafiles. (#895) 2021-09-28 16:25:37 +08:00
isanet_r50-d8_512x512_20k_voc12aug.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r50-d8_512x512_40k_voc12aug.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r50-d8_512x512_80k_ade20k.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r50-d8_512x512_160k_ade20k.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r50-d8_512x1024_40k_cityscapes.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r50-d8_512x1024_80k_cityscapes.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r50-d8_769x769_40k_cityscapes.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r50-d8_769x769_80k_cityscapes.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r101-d8_512x512_20k_voc12aug.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r101-d8_512x512_40k_voc12aug.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r101-d8_512x512_80k_ade20k.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r101-d8_512x512_160k_ade20k.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r101-d8_512x1024_40k_cityscapes.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r101-d8_512x1024_80k_cityscapes.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r101-d8_769x769_40k_cityscapes.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00
isanet_r101-d8_769x769_80k_cityscapes.py [Feature] Support ISA module (#70) 2021-09-08 21:13:53 -07:00

README.md

Interlaced Sparse Self-Attention for Semantic Segmentation

Introduction

Official Repo

Code Snippet

ISANet (ArXiv'2019/IJCV'2021)
@article{huang2019isa,
  title={Interlaced Sparse Self-Attention for Semantic Segmentation},
  author={Huang, Lang and Yuan, Yuhui and Guo, Jianyuan and Zhang, Chao and Chen, Xilin and Wang, Jingdong},
  journal={arXiv preprint arXiv:1907.12273},
  year={2019}
}

The technical report above is also presented at:
@article{yuan2021ocnet,
  title={OCNet: Object Context for Semantic Segmentation},
  author={Yuan, Yuhui and Huang, Lang and Guo, Jianyuan and Zhang, Chao and Chen, Xilin and Wang, Jingdong},
  journal={International Journal of Computer Vision},
  pages={1--24},
  year={2021},
  publisher={Springer}
}

Results and models

Cityscapes

Method Backbone Crop Size Lr schd Mem (GB) Inf time (fps) mIoU mIoU(ms+flip) config download
ISANet R-50-D8 512x1024 40000 5.869 2.91 78.49 79.44 config model | log
ISANet R-50-D8 512x1024 80000 5.869 2.91 78.68 80.25 config model | log
ISANet R-50-D8 769x769 40000 6.759 1.54 78.70 80.28 config model | log
ISANet R-50-D8 769x769 80000 6.759 1.54 79.29 80.53 config model | log
ISANet R-101-D8 512x1024 40000 9.425 2.35 79.58 81.05 config model | log
ISANet R-101-D8 512x1024 80000 9.425 2.35 80.32 81.58 config model | log
ISANet R-101-D8 769x769 40000 10.815 0.92 79.68 80.95 config model | log
ISANet R-101-D8 769x769 80000 10.815 0.92 80.61 81.59 config model | log

ADE20K

Method Backbone Crop Size Lr schd Mem (GB) Inf time (fps) mIoU mIoU(ms+flip) config download
ISANet R-50-D8 512x512 80000 9.0 22.55 41.12 42.35 config model | log
ISANet R-50-D8 512x512 160000 9.0 22.55 42.59 43.07 config model | log
ISANet R-101-D8 512x512 80000 12.562 10.56 43.51 44.38 config model | log
ISANet R-101-D8 512x512 160000 12.562 10.56 43.80 45.4 config model | log

Pascal VOC 2012 + Aug

Method Backbone Crop Size Lr schd Mem (GB) Inf time (fps) mIoU mIoU(ms+flip) config download
ISANet R-50-D8 512x512 20000 5.9 23.08 76.78 77.79 config model | log
ISANet R-50-D8 512x512 40000 5.9 23.08 76.20 77.22 config model | log
ISANet R-101-D8 512x512 20000 9.465 7.42 78.46 79.16 config model | log
ISANet R-101-D8 512x512 40000 9.465 7.42 78.12 79.04 config model | log