History

谢昕辰 725d5aa002 [Feature] support mim (#549 ) * dice loss * format code, add docstring and calculate denominator without valid_mask * minor change * restore * add metafile * add manifest.in and add config at setup.py * add requirements * modify manifest * modify manifest * Update MANIFEST.in * add metafile * add metadata * fix typo * Update metafile.yml * Update metafile.yml * minor change * Update metafile.yml * add subfix * fix mmshow * add more metafile * add config to model_zoo * fix bug * Update mminstall.txt * [fix] Add models * [Fix] Add collections * [fix] Modify collection name * [Fix] Set datasets to unet metafile * [Fix] Modify collection names * complement inference time		2021-05-31 15:07:24 -07:00
..
README.md	comment tag (#505 )	2021-04-24 09:58:59 -07:00
ann_r50-d8_512x512_20k_voc12aug.py	init commit	2020-07-10 02:39:01 +08:00
ann_r50-d8_512x512_40k_voc12aug.py	init commit	2020-07-10 02:39:01 +08:00
ann_r50-d8_512x512_80k_ade20k.py	init commit	2020-07-10 02:39:01 +08:00
ann_r50-d8_512x512_160k_ade20k.py	init commit	2020-07-10 02:39:01 +08:00
ann_r50-d8_512x1024_40k_cityscapes.py	init commit	2020-07-10 02:39:01 +08:00
ann_r50-d8_512x1024_80k_cityscapes.py	init commit	2020-07-10 02:39:01 +08:00
ann_r50-d8_769x769_40k_cityscapes.py	[Improvement] Move train_cfg/test_cfg inside model (#341 )	2021-01-19 17:06:23 -08:00
ann_r50-d8_769x769_80k_cityscapes.py	[Improvement] Move train_cfg/test_cfg inside model (#341 )	2021-01-19 17:06:23 -08:00
ann_r101-d8_512x512_20k_voc12aug.py	init commit	2020-07-10 02:39:01 +08:00
ann_r101-d8_512x512_40k_voc12aug.py	init commit	2020-07-10 02:39:01 +08:00
ann_r101-d8_512x512_80k_ade20k.py	init commit	2020-07-10 02:39:01 +08:00
ann_r101-d8_512x512_160k_ade20k.py	init commit	2020-07-10 02:39:01 +08:00
ann_r101-d8_512x1024_40k_cityscapes.py	init commit	2020-07-10 02:39:01 +08:00
ann_r101-d8_512x1024_80k_cityscapes.py	init commit	2020-07-10 02:39:01 +08:00
ann_r101-d8_769x769_40k_cityscapes.py	init commit	2020-07-10 02:39:01 +08:00
ann_r101-d8_769x769_80k_cityscapes.py	init commit	2020-07-10 02:39:01 +08:00
metafile.yml	[Feature] support mim (#549 )	2021-05-31 15:07:24 -07:00

README.md

Asymmetric Non-local Neural Networks for Semantic Segmentation

Introduction

@inproceedings{annn,
  author    = {Zhen Zhu and
               Mengde Xu and
               Song Bai and
               Tengteng Huang and
               Xiang Bai},
  title     = {Asymmetric Non-local Neural Networks for Semantic Segmentation},
  booktitle={International Conference on Computer Vision},
  year      = {2019},
  url       = {http://arxiv.org/abs/1908.07678},
}

Results and models

Cityscapes

Method	Backbone	Crop Size	Lr schd	Mem (GB)	Inf time (fps)	mIoU	mIoU(ms+flip)	config	download
ANN	R-50-D8	512x1024	40000	6	3.71	77.40	78.57	config	model \| log
ANN	R-101-D8	512x1024	40000	9.5	2.55	76.55	78.85	config	model \| log
ANN	R-50-D8	769x769	40000	6.8	1.70	78.89	80.46	config	model \| log
ANN	R-101-D8	769x769	40000	10.7	1.15	79.32	80.94	config	model \| log
ANN	R-50-D8	512x1024	80000	-	-	77.34	78.65	config	model \| log
ANN	R-101-D8	512x1024	80000	-	-	77.14	78.81	config	model \| log
ANN	R-50-D8	769x769	80000	-	-	78.88	80.57	config	model \| log
ANN	R-101-D8	769x769	80000	-	-	78.80	80.34	config	model \| log

ADE20K

Method	Backbone	Crop Size	Lr schd	Mem (GB)	Inf time (fps)	mIoU	mIoU(ms+flip)	config	download
ANN	R-50-D8	512x512	80000	9.1	21.01	41.01	42.30	config	model \| log
ANN	R-101-D8	512x512	80000	12.5	14.12	42.94	44.18	config	model \| log
ANN	R-50-D8	512x512	160000	-	-	41.74	42.62	config	model \| log
ANN	R-101-D8	512x512	160000	-	-	42.94	44.06	config	model \| log

Pascal VOC 2012 + Aug

Method	Backbone	Crop Size	Lr schd	Mem (GB)	Inf time (fps)	mIoU	mIoU(ms+flip)	config	download
ANN	R-50-D8	512x512	20000	6	20.92	74.86	76.13	config	model \| log
ANN	R-101-D8	512x512	20000	9.5	13.94	77.47	78.70	config	model \| log
ANN	R-50-D8	512x512	40000	-	-	76.56	77.51	config	model \| log
ANN	R-101-D8	512x512	40000	-	-	76.70	78.06	config	model \| log