mmsegmentation/configs/dmnet
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
dmnet_r50-d8_512x512_80k_ade20k.py [Bug fix] Fixed ADE20k test (#359) 2021-01-24 02:17:59 -08:00
dmnet_r50-d8_512x512_160k_ade20k.py [Bug fix] Fixed ADE20k test (#359) 2021-01-24 02:17:59 -08:00
dmnet_r50-d8_512x1024_40k_cityscapes.py Support DMNet (#313) 2020-12-23 22:16:34 -08:00
dmnet_r50-d8_512x1024_80k_cityscapes.py Support DMNet (#313) 2020-12-23 22:16:34 -08:00
dmnet_r50-d8_769x769_40k_cityscapes.py [Improvement] Move train_cfg/test_cfg inside model (#341) 2021-01-19 17:06:23 -08:00
dmnet_r50-d8_769x769_80k_cityscapes.py [Improvement] Move train_cfg/test_cfg inside model (#341) 2021-01-19 17:06:23 -08:00
dmnet_r101-d8_512x512_80k_ade20k.py Support DMNet (#313) 2020-12-23 22:16:34 -08:00
dmnet_r101-d8_512x512_160k_ade20k.py Support DMNet (#313) 2020-12-23 22:16:34 -08:00
dmnet_r101-d8_512x1024_40k_cityscapes.py Support DMNet (#313) 2020-12-23 22:16:34 -08:00
dmnet_r101-d8_512x1024_80k_cityscapes.py Support DMNet (#313) 2020-12-23 22:16:34 -08:00
dmnet_r101-d8_769x769_40k_cityscapes.py Support DMNet (#313) 2020-12-23 22:16:34 -08:00
dmnet_r101-d8_769x769_80k_cityscapes.py Support DMNet (#313) 2020-12-23 22:16:34 -08:00
metafile.yml [Feature] support mim (#549) 2021-05-31 15:07:24 -07:00

README.md

Dynamic Multi-scale Filters for Semantic Segmentation

Introduction

@InProceedings{He_2019_ICCV,
author = {He, Junjun and Deng, Zhongying and Qiao, Yu},
title = {Dynamic Multi-Scale Filters for Semantic Segmentation},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
month = {October},
year = {2019}
}

Results and models

Cityscapes

Method Backbone Crop Size Lr schd Mem (GB) Inf time (fps) mIoU mIoU(ms+flip) config download
DMNet R-50-D8 512x1024 40000 7.0 3.66 77.78 79.14 config model | log
DMNet R-101-D8 512x1024 40000 10.6 2.54 78.37 79.72 config model | log
DMNet R-50-D8 769x769 40000 7.9 1.57 78.49 80.27 config model | log
DMNet R-101-D8 769x769 40000 12.0 1.01 77.62 78.94 config model | log
DMNet R-50-D8 512x1024 80000 - - 79.07 80.22 config model | log
DMNet R-101-D8 512x1024 80000 - - 79.64 80.67 config model | log
DMNet R-50-D8 769x769 80000 - - 79.22 80.55 config model | log
DMNet R-101-D8 769x769 80000 - - 79.19 80.65 config model | log

ADE20K

Method Backbone Crop Size Lr schd Mem (GB) Inf time (fps) mIoU mIoU(ms+flip) config download
DMNet R-50-D8 512x512 80000 9.4 20.95 42.37 43.62 config model | log
DMNet R-101-D8 512x512 80000 13.0 13.88 45.34 46.13 config model | log
DMNet R-50-D8 512x512 160000 - - 43.15 44.17 config model | log
DMNet R-101-D8 512x512 160000 - - 45.42 46.76 config model | log