Vasileios Belagiannis, Christian Rupprecht, Gustavo Carneiro, and Nassir Navab, International Conference on Computer Vision (ICCV), Santiago, Chile, December 2015. Arxiv.

Citation:

@inproceedings {belagian15robust,
title = {Robust Optimization for Deep Regression},
author = {Belagiannis, Vasileios and Rupprecht, Christian and Carneiro, Gustavo and Navab, Nassir},
booktitle = {International Conference on Computer Vision (ICCV)},
year = {2015},
month = {December},
organization={IEEE}}

The robust loss is integrated in MatConvNet.

Visit our Project Page for more information.

Updates:

• Added scrpit (generateLSPdata()) to download and generate the LSP dataset
• Ingeration to MatConvNet-beta20.
• Training example instructions here.
• Main files: vl_nntukeyloss, RegLoss.