History

yamengxi f5eb7f2627 [New model] Support CGNet (#223 ) * added cgnet * added testing for cgnet * git test * add cgnet * fix __init__ * rename FGlo with GlobalContextExtractor * add readme.md and rename bn with norm * delete cg_head * fix a language mistake * rename cgnet_m3n21.py to cgnet.py * modify README.md * modify list to tuple * add fcn_head test * add assert to fcn_head * blank * fix fcn_head assert bug * add * add cgnet to README.md and model_zoo.md * modify cgnet README.md Co-authored-by: KID <wps_@mail.nankai.edu.cn>		2020-11-03 00:05:25 -08:00
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README.md	[New model] Support CGNet (#223 )	2020-11-03 00:05:25 -08:00
cgnet_512x1024_60k_cityscapes.py	[New model] Support CGNet (#223 )	2020-11-03 00:05:25 -08:00
cgnet_680x680_60k_cityscapes.py	[New model] Support CGNet (#223 )	2020-11-03 00:05:25 -08:00

README.md

CGNet: A Light-weight Context Guided Network for Semantic Segmentation

Introduction

@article{wu2018cgnet,
  title={CGNet: A Light-weight Context Guided Network for Semantic Segmentation},
  author={Wu, Tianyi and Tang, Sheng and Zhang, Rui and Zhang, Yongdong},
  journal={arXiv preprint arXiv:1811.08201},
  year={2018}
}

Results and models

Cityscapes

Method	Backbone	Crop Size	Lr schd	Mem (GB)	Inf time (fps)	mIoU	mIoU(ms+flip)	download
CGNet	M3N21	680x680	60000	7.5	30.51	65.63	68.04	model \| log
CGNet	M3N21	512x1024	60000	8.3	31.14	68.27	70.33	model \| log