| 2009 | ICML | Active learning for directed exploration of complex systems. | Michael C. Burl, Esther Wang |
| 2008 | CVPR | Entropy-based active learning for object recognition. | Alex Holub, Pietro Perona, Michael C. Burl |
| 2006 | SDM | Automated Knowledge Discovery from Simulators. | Michael C. Burl, Dennis DeCoste, Brian L. Enke, Dominic Mazzoni, William J. Merline, Lucas Scharenbroich |
| 2005 | WACV | Learning to Detect Small Impact Craters. | Philipp Georg Wetzler, Rie Honda, Brian L. Enke, William J. Merline, Clark R. Chapman, Michael C. Burl |
| 2004 | SDM | Mining Patters of Activity from Video Data. | Michael C. Burl |
| 2001 | SDM | Mining the Detector Responses of a Conducting Polymer Composite-Based Electronic Nose. | Michael C. Burl, Shawn M. Briglin, Brett J. Doleman, Alan Hopkins, A. Matzger, D. N. Ortiz, A. Schaffer, S. Upchurch, Thomas P. Vaid, Nathan S. Lewis |
| 2000 | CVPR | Distortion-Invariant Recognition via Jittered Querie. | Michael C. Burl |
| 1999 | SSDBM | The Diamond Eye Image Mining System. | Joseph Roden, Michael C. Burl, Charless C. Fowlkes |
| 1998 | CVPR | Using Hierarchical Shape Models to Spot Keywords in Cursive Handwriting Data. | Michael C. Burl, Pietro Perona |
| 1998 | CVPR | Probablistic Affine Invariants for Recognition. | Thomas K. Leung, Michael C. Burl, Pietro Perona |
| 1998 | ECCV | A Probabilistic Approach to Object Recognition Using Local Photometry and Global Geometry. | Michael C. Burl, Markus Weber, Pietro Perona |
| 1996 | CVPR | Recognition of Planar Object Classes. | Michael C. Burl, Pietro Perona |
| 1995 | ICCV | Finding Faces in Cluttered Scenes Using Labeled Random Graph Matching. | Thomas K. Leung, Michael C. Burl, Pietro Perona |
| 1994 | CVPR | Automating the hunt for volcanoes on Venus. | Michael C. Burl, Usama M. Fayyad, Pietro Perona, Padhraic Smyth |
| 1994 | ICIP | Automated Analysis of Radar Imagery of Venus: Handling Lack of Ground Truth. | Michael C. Burl, Usama M. Fayyad, Pietro Perona, Padhraic Smyth |
| 1994 | KDD | Knowledge Discovery in Large Image Databases: Dealing with Uncertainties in Ground Truth. | Padhraic Smyth, Michael C. Burl, Usama M. Fayyad, Pietro Perona |