| 2014 | ICASSP | Efficient recovery of principal components from compressive measurements with application to Gaussian mixture model estimation. | Farhad Pourkamali-Anaraki, Shannon M. Hughes |
| 2014 | ICASSP | Regularizing inverse problems in image processing with a manifold-based model of overlapping patches. | Yevgen Matviychuk, Shannon M. Hughes |
| 2014 | ICML | Memory and Computation Efficient PCA via Very Sparse Random Projections. | Farhad Pourkamali-Anaraki, Shannon M. Hughes |
| 2013 | ICASSP | Compressive K-SVD. | Farhad Pourkamali-Anaraki, Shannon M. Hughes |
| 2013 | ICASSP | An efficient method for finding intersections of many manifolds with application to patch based image processing. | Yevgen Matviychuk, Shannon M. Hughes |
| 2013 | ICIP | Kernel compressive sensing. | Farhad Pourkamali-Anaraki, Shannon M. Hughes |
| 2012 | ICIP | Invariance of principal components under low-dimensional random projection of the data. | Hanchao Qi, Shannon M. Hughes |
| 2011 | ICASSP | A new method for visual stylometry on impressionist paintings. | Hanchao Qi, Shannon M. Hughes |
| 2011 | ICASSP | Using the kernel trick in compressive sensing: Accurate signal recovery from fewer measurements. | Hanchao Qi, Shannon M. Hughes |
| 2009 | ICASSP | Connecting spectral and spring methods for manifold learning. | Shannon M. Hughes, Peter J. Ramadge |
| 2009 | ICIP | Detection of forgery in paintings using supervised learning. | Gungor Polatkan, Sina Jafarpour, Andrei Brasoveanu, Shannon M. Hughes, Ingrid Daubechies |
| 2006 | ICIP | Simpler Alternatives to Information Theoretic Similarity Metrics for Multimodal Image Alignment. | Shannon M. Hughes, Ingrid Daubechies |