caf

Introduction

Official Repo

Code Snippet

CAF (TMM'2022)

@article{yang2022continual,
  title={Continual attentive fusion for incremental learning in semantic segmentation},
  author={Yang, Guanglei and Fini, Enrico and Xu, Dan and Rota, Paolo and Ding, Mingli and Hao, Tang and Alameda-Pineda, Xavier and Ricci, Elisa},
  journal={IEEE Transactions on Multimedia},
  year={2022},
  publisher={IEEE}
}

Results

PASCAL VOC

Backbone	Crop Size	Setting	mIoU	Download
R-101-D16	512x512	15-5-disjoint		cfg | modellinks-per-step | log
R-101-D16	512x512	15-5-overlapped		cfg | modellinks-per-step | log
R-101-D16	512x512	15-1-disjoint		cfg | modellinks-per-step | log
R-101-D16	512x512	15-1-overlapped		cfg | modellinks-per-step | log
R-101-D16	512x512	10-1-disjoint		cfg | modellinks-per-step | log
R-101-D16	512x512	10-1-overlapped		cfg | modellinks-per-step | log

ADE20k

Backbone	Crop Size	Setting	mIoU	Download
R-101-D16	512x512	100-50-disjoint		cfg | modellinks-per-step | log
R-101-D16	512x512	100-50-overlapped		cfg | modellinks-per-step | log
R-101-D16	512x512	100-10-disjoint		cfg | modellinks-per-step | log
R-101-D16	512x512	100-10-overlapped		cfg | modellinks-per-step | log
R-101-D16	512x512	100-5-disjoint		cfg | modellinks-per-step | log
R-101-D16	512x512	100-5-overlapped		cfg | modellinks-per-step | log

More

You can also download the model weights from following sources:

• BaiduNetdisk: https://pan.baidu.com/s/1e9LlD6ITuLECstFcVPaCxQ with access code 55mq