Best Paper Honorable Mention (Sponsored by Cognex, Hardware prize sponsored by NVIDIA):
Title: Picture: A Probabilistic Programming Language for Scene Perception
Authors: Tejas D Kulkarni, Pushmeet Kohli, Joshua B Tenenbaum, Vikash Mansinghka

Click here to read the paper: http://www.cv-foundation.org/openaccess/content_cvpr_2015/papers/Kulkarni_Picture_A_Probabilistic_2015_CVPR_paper.pdf