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Introduction

Official Repo

Code Snippet

MiB (CVPR'2020)
@inproceedings{cermelli2020modeling,
  title={Modeling the background for incremental learning in semantic segmentation},
  author={Cermelli, Fabio and Mancini, Massimiliano and Bulo, Samuel Rota and Ricci, Elisa and Caputo, Barbara},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={9233--9242},
  year={2020}
}

Results

PASCAL VOC

Backbone Crop Size Setting mIoU Download
R-101-D16 512x512 15-5-disjoint 66.1% cfg | modellinks-per-step | log
R-101-D16 512x512 15-5-overlapped 70.2% cfg | modellinks-per-step | log
R-101-D16 512x512 15-1-disjoint 40.7% cfg | modellinks-per-step | log
R-101-D16 512x512 15-1-overlapped 34.6% cfg | modellinks-per-step | log
R-101-D16 512x512 10-1-disjoint 9.9% cfg | modellinks-per-step | log
R-101-D16 512x512 10-1-overlapped 21.1% 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: