Assistant Professor
Vision, Learning and Graphics group,
Dept. of Computer Science,
Courant Institute of Mathematical Sciences,
New York University
Director of Graduate Studies for Master of Science in Data Science
Address:
Room 1226, 715 Broadway,
New York, NY 10003, USA.
Directions to lab
Research Overview
My research is in the areas of Machine Learning and Computer Vision. I am particularly interested in applying Deep Learning methods to object recognition. I also work on low-level vision problems, with applications to computational photography and astronomy.
International Conference on Learning Representations 2013
I am one of the Program Chairs for a new conference on feature learning and representation learning. Check out the website.
Deep Learning Methods for Vision
CVPR 2012 Tutorial
Speakers: Rob Fergus (NYU), Honglak Lee (Michigan), Marc'Aurelio Ranzato (Google) Ruslan Salakhutdinov (Toronto), Graham Taylor (Guelph), Kai Yu (Baidu)
Selected Projects
Reconnaissance of the HR 8799 Exosolar System I: Near IR Spectroscopy,
B. R. Oppenheimer et al., Astrophysical Journal, March 2013
PDF | Project page
Stochastic Pooling for Regularization of Deep Convolutional Neural Networks,
Matt Zeiler and Rob Fergus, ICLR 2013
PDF
Indoor Segmentation and Support Inference from RGBD Images
Nathan Silberman, Derek Hoiem, Pushmeet Kolhi and Rob Fergus, ECCV 2012
PDF | NYU Depth Dataset v2.0
Adaptive Deconvolutional Networks for Mid and High Level Feature Learning
Matt Zeiler, Graham Taylor and Rob Fergus, ICCV 2011
PDF | Project Page
Learning Invarance through Imitation
Graham Taylor, Ian Spiro, Christoph Bregler and Rob Fergus
CVPR 2011. PDF | Project Page
Blind Deconvolution using a Normalized Sparsity Measure
Dilip Krishnan, Terence Tay and Rob Fergus, CVPR 2011
PDF |
Project Page
Dark Flash Photography
Dilip Krishnan and Rob Fergus,
ACM Trans. on Graphics (Proc. SIGGRAPH 2009).
High res PDF (73Mb) |
Low res PDF (5.1Mb) |
Project page
80 million tiny images: a large dataset for non-parametric object and scene recognition
Antonio Torralba, Rob Fergus and William T. Freeman
PAMI, November 2008. PDF | Bibtex | Project page
Removing Camera Shake From A Single Photograph
Rob Fergus, Barun Singh, Aaron Hertzmann, Sam T. Roweis and William T. Freeman,
ACM Trans. on Graphics (Proc. SIGGRAPH 2006).
PDF | PPT | Code | Project page