fanghaizhao / matconvnet-deepreg

Robust Optimization for Deep Regression (MatConvNet Implementation)

Robust Optimization for Deep Regression

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.