Probabilistic Local Image Features

Our method for additively decomposing local image patches shows best performance on a novel transparent object recognition dataset. We extend the model to multiple layers and apply it to general object classification.

Publications

A Probabilistic Model for Recursive Factorized Image Features
Sergey Karayev, Mario Fritz, Sanja Fidler, Trevor Darrell
CVPR 2011
[pdf] [supplement] [poster] [slides]

An Additive Latent Feature Model for Transparent Object Recognition
Mario Fritz, Michael Black, Gary Bradski, Sergey Karayev, Trevor Darrell
NIPS 2009
[pdf]