NIPS overview:

Kate, Gunhee, Jon, Tomasz 20 Jan

Zero-Shot Learning with Semantic Output Codes
Unsupervised Detection of Regions of Interest Using Iterative Link Analysis
Semi-supervised Learning in Gigantic Image Collections
Group Sparse Coding
Riffled Independence for Ranked Data
Who’s Doing What: Joint Modeling of Names and Verbs for Simultaneous Face and Pose Annotation
Learning models of object structure
An Additive Latent Feature Model for Transparent Object Recognition
(An LP View of the M-best MAP problem)
(Learning a Small Mixture of Trees)
(An Online Algorithm for Large Scale Image Similarity Learning)
(Scalable Learning in Computer Vision)