| 2015 | ICCV | Improving Image Classification with Location Context. | Kevin D. Tang, Manohar Paluri, Li Fei-Fei, Robert Fergus, Lubomir D. Bourdev |
| 2010 | CVPR | Deconvolutional networks. | Matthew D. Zeiler, Dilip Krishnan, Graham W. Taylor, Robert Fergus |
| 2010 | ECCV | Semantic Label Sharing for Learning with Many Categories. | Robert Fergus, Hector Bernal, Yair Weiss, Antonio Torralba |
| 2008 | CVPR | Small codes and large image databases for recognition. | Antonio Torralba, Robert Fergus, Yair Weiss |
| 2005 | CVPR | A Sparse Object Category Model for Efficient Learning and Exhaustive Recognition. | Robert Fergus, Pietro Perona, Andrew Zisserman |
| 2005 | ICCV | Learning Object Categories from Google's Image Search. | Robert Fergus, Li Fei-Fei, Pietro Perona, Andrew Zisserman |
| 2004 | ECCV | A Visual Category Filter for Google Images. | Robert Fergus, Pietro Perona, Andrew Zisserman |
| 2003 | CVPR | Object Class Recognition by Unsupervised Scale-Invariant Learning. | Robert Fergus, Pietro Perona, Andrew Zisserman |
| 2003 | ICCV | A Bayesian Approach to Unsupervised One-Shot Learning of Object Categories. | Li Fei-Fei, Robert Fergus, Pietro Perona |