Journal papers

Removing Camera Shake From A Single Photograph
Fergus, R., Singh, B., Hertzmann A., Roweis, S. T. and Freeman, W.T.
ACM Trans. on Graphics, Vol. 25, Issue 3, pp. 787-794, (Proc. SIGGRAPH 2006).
(8 pages PDF) (Bibtex) (Code) (Project page)


Weakly Supervised Scale-Invariant Learning of Models for Visual Recognition
Fergus, R. , Perona, P. and Zisserman, A.
International Journal of Computer Vision, in print, 2006
(47 pages PDF) (Bibtex) (Project page)

Learning Generative Visual Models for 101 Object Categories
L. Fei-Fei, R. Fergus, and P. Perona.
Computer Vision and Image Understanding, in print, 2006
                       (Bibtex)

One-Shot Learning of Object Categories   
L. Fei-Fei, R. Fergus and P. Perona.
IEEE Trans. Pattern Analysis and Machine Intelligence, Vol. 28(4), 594 - 611, 2006
(18 pages PDF) (Bibtex)

 

Conference papers

Learning Object Categories from Google's Image Search
Fergus, R. , Fei-Fei L. , Perona, P. and Zisserman, A.
Proc. of the 10th Inter. Conf. on Computer Vision, ICCV 2005.
(8 pages PDF) (Bibtex) (Project Page)
Datasets used in this paper can be found here
 

A Sparse Object Category Model for Efficient Learning and Exhaustive Recognition
Fergus, R. , Perona, P. and Zisserman, A.
Proc. of the IEEE Conf on Computer Vision and Pattern Recognition 2005.
(8 pages PDF) (Bibtex) (Project page)
 

Sampling Methods for Unsupervised Learning
Fergus, R. , Zisserman, A. and Perona, P.
Proc. Neural Information Processing Systems 2004.
(8 pages PDF) (Bibtex)
 

Learning Generative Visual Models from Few Training Examples: An Incremental Bayesian Approach Tested on 101 Object Categories
Fei-Fei, L. , Fergus, R. and Perona, P.
CVPR Workshop on Generative Model Based Vision, 2004.
(9 pages PDF) (Bibtex)
 

A Visual Category Filter for Google Images
Fergus, R. , Perona, P. and Zisserman, A.
Proc. of the 8th European Conf. on Computer Vision, ECCV 2004.
(14 pages PDF) (Bibtex) (Project Page)
 

A Bayesian Approach to Unsupervised One-Shot Learning of Object Categories.
Fei-Fei, L. , Fergus, R. and Perona, P.         
Proc. of the 9th Inter. Conf. on Computer Vision, ICCV 2003.  
(8 pages PDF) (Bibtex)
 

Object Class Recognition by Unsupervised Scale-Invariant Learning
Fergus, R. , Perona, P. and Zisserman, A.
Proc. of the IEEE Conf on Computer Vision and Pattern Recognition 2003.
(8 pages PDF) (Bibtex) (Project Page). Datasets used in this paper can be found here and here.
Winner of CVPR 2003 Best Paper prize.

 

        Object Class Recognition by Unsupervised Scale-Invariant Learning
        Fergus, R., Perona, P. and Zisserman, A.
        in Cognitive Vision Systems, Editor: Nagel, H.H., Kluwer Academic Publishers, in press.
        (32 pages PDF) (Bibtex)