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Low level vision addresses the issues of labeling and organizing image pixels according to scene related properties - such as motion, contrast, depth and reflectance. I will describe our attempts to understand low-level vision in humans and machines as optimal inference given the statistics of the world. If time permits, I will discuss my favorite NIPS rejected papers.
Author Information
Yair Weiss (Hebrew University)
Yair Weiss is an Associate Professor at the Hebrew University School of Computer Science and Engineering. He received his Ph.D. from MIT working with Ted Adelson on motion analysis and did postdoctoral work at UC Berkeley. Since 2005 he has been a fellow of the Canadian Institute for Advanced Research. With his students and colleagues he has co-authored award winning papers in NIPS (2002),ECCV (2006), UAI (2008) and CVPR (2009).
More from the Same Authors
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2021 Poster: When Is Unsupervised Disentanglement Possible? »
Daniella Horan · Eitan Richardson · Yair Weiss -
2018 Poster: On GANs and GMMs »
Eitan Richardson · Yair Weiss -
2018 Spotlight: On GANs and GMMs »
Eitan Richardson · Yair Weiss -
2015 Poster: The Return of the Gating Network: Combining Generative Models and Discriminative Training in Natural Image Priors »
Dan Rosenbaum · Yair Weiss -
2015 Spotlight: The Return of the Gating Network: Combining Generative Models and Discriminative Training in Natural Image Priors »
Dan Rosenbaum · Yair Weiss -
2013 Poster: Learning the Local Statistics of Optical Flow »
Dan Rosenbaum · Daniel Zoran · Yair Weiss -
2012 Poster: Natural Images, Gaussian Mixtures and Dead Leaves »
Daniel Zoran · Yair Weiss -
2012 Poster: Learning about Canonical Views from Internet Image Collections »
Elad Mezuman · Yair Weiss -
2009 Poster: Semi-Supervised Learning in Gigantic Image Collections »
Rob Fergus · Yair Weiss · Antonio Torralba -
2009 Oral: Semi-Supervised Learning in Gigantic Image Collections »
Rob Fergus · Yair Weiss · Antonio Torralba -
2009 Poster: The "tree-dependent components" of natural scenes are edge filters »
Daniel Zoran · Yair Weiss -
2008 Poster: Spectral Hashing »
Yair Weiss · Antonio Torralba · Rob Fergus