Daniel Zoran
Computer Science and Artifical Intelligence Laboratory (CSAIL)
MIT
danielzoran@csail.mit.edu
I am now a research scientist at Google DeepMind.
Before that I was a postdoctoral associate with Prof. Bill Freeman at CSAIL in MIT.
I completed my PhD at the Hebrew University of Jerusalem under the
supervision of Prof. Yair
Weiss.
I am mostly interested in problems of low and mid-level computer vision, natural image statistics, machine learning and human perception.
List of Publications
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Computational Imaging for VLBI Image ReconstructionCVPR 2016 (oral presentation)PDF
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"Learning visual groups from co-occurrences in space and time"ICLR 2016 Workshop paperPDF
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"Learning Ordinal Relationships for Mid-Level Vision"ICCV 2015PDF Code Caffe version we use Project page IIW test images NYU Annotations
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"Shape and Illumination from Shading using the Generic Viewpoint Assumption"NIPS 2014PDF Supp Project page
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"Imaging an Event Horizon: Mitigation of Scattering toward Sagittarius A*"The Astrophysical Journal, 2014, Volume 795, Issue 2PDF
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"Crisp Boundary Detection Using Pointwise Mutual Information"ECCV 2014 (oral presentation)PDF Project page
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"Learning the local statistics of optical flow"NIPS 2013PDF
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"Natural Image Statistics for Human and Computer Vision"Daniel ZoranPhD Thesis, HUJI 2013PDF
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"Natural Images, Gaussian Mixtures and Dead Leaves"NIPS 2012PDF Supp Code and Models
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"From Learning Models of Natural Image Patches to Whole Image Restoration"ICCV 2011 (oral presentation)PDF Supp code
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"The tree dependent components of natural images are edge filters"NIPS 2009PDF
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"Scale Invariance and Noise in Natural Images"ICCV 2009PDF code