Adaptive Pyramid Context Network for Semantic Segmentation (APCNet CVPR'2019)

Last update: Nov 09, 2022

Overview

Adaptive Pyramid Context Network for Semantic Segmentation (APCNet CVPR'2019)

Introduction

Official implementation of Adaptive Pyramid Context Network for Semantic Segmentation (Paper).
🔥 🔥 APCNet is on MMsegmentation. 🔥 🔥

@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}
}

Overview

Framework

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

Adaptive Pyramid Context Network for Semantic Segmentation (APCNet CVPR'2019)

Related tags

Overview

Adaptive Pyramid Context Network for Semantic Segmentation (APCNet CVPR'2019)

Introduction

Overview

Framework

Results and models

Cityscapes

ADE20K

Owner

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