| 2023 | IGARSS | Improved Self-Supervised Texture Recognition of Mastcam Images by Eliminating Mixed Terrain and Range Patches. | Tejas Panambur, Mario Parente |
| 2022 | CVPR | Self-Supervised Learning to Guide Scientifically Relevant Categorization of Martian Terrain Images. | Tejas Panambur, Deep Chakraborty, Melissa Meyer, Ralph Milliken, Erik G. Learned-Miller, Mario Parente |
| 2021 | IGARSS | Improved Deep Clustering of Mastcam Images Using Metric Learning. | Tejas Panambur, Mario Parente |
| 2021 | IGARSS | Sparse Unmixing of Hyperspectral Data: The Legacy of SUnSAL. | Mario Parente, Marian-Daniel Iordache |
| 2020 | IGARSS | Classification of Martian Terrains via Deep Clustering of Mastcam Images. | Mario Parente, Tejas Panambur |
| 2020 | IGARSS | Implementing New Feature Extraction Techniques for Characterization of Complex Mineral Signatures of Salty Regions on Mars. | Janice L. Bishop, Mario Parente, Arun M. Saranathan, Yuki Itoh, Catherine M. Weitz, Jessica Flahaut, Christoph Gross, Jacob M. Danielsen, Gabriela S. Usabal, Jasper K. Miura |
| 2019 | IGARSS | New CRISM Data Products for Improved Characterization and Analysis of the Mars2020 Landing Site. | Mario Parente, Yuki Itoh, Arun M. Saranathan |
| 2017 | IGARSS | Unmixing in the presence of nuisances with deep generative models. | Mario Parente, Ian Gemp, Ishan P. Durugkar |
| 2017 | IGARSS | Pixel purity vertex component analysis. | Rob Heylen, Mario Parente, Paul Scheunders |
| 2017 | IGARSS | Sparse unmixing with adaptive background. | Yuki Itoh, Mario Parente |
| 2016 | IGARSS | On the performance of sparse unmixing on non-linear mixtures. | Yuki Itoh, Mario Parente |
| 2015 | CVPR | Universality of wavelet-based non-homogeneous hidden Markov chain model features for hyperspectral signatures. | Siwei Feng, Marco F. Duarte, Mario Parente |
| 2015 | IGARSS | Simultaneous clustering and embedding for multiple intimate mixtures. | Arun M. Saranathan, Mario Parente |
| 2014 | ICIP | Tailoring non-homogeneous Markov chain wavelet models for hyperspectral signature classification. | Siwei Feng, Yuki Itoh, Mario Parente, Marco F. Duarte |
| 2013 | IGARSS | Endmember detection using graph theory. | Neda Rohani, Mario Parente, Arun M. Saranathan |
| 2011 | IGARSS | Robust unmixing of hyperspectral images: Application to Mars. | Mario Parente, John F. Mustard, Scott L. Murchie, Frank P. Seelos |