| 2017 | BMVC | Hyperspectral CNN Classification with Limited Training Samples. | Lloyd Windrim, Rishi Ramakrishnan, Arman Melkumyan, Richard J. Murphy |
| 2016 | ICIP | Unsupervised feature learning for illumination robustness. | Lloyd Windrim, Arman Melkumyan, Richard J. Murphy, Anna Chlingaryan, Juan I. Nieto |
| 2014 | IGARSS | Multiple endmember spectral unmixing within a multi-task framework. | Tatsumi Uezato, Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan, Sven Schneider |
| 2013 | IGARSS | Combining strong features for registration of hyperspectral and lidar data from field-based platforms. | Sildomar T. Monteiro, Juan I. Nieto, Richard J. Murphy, Rishi Ramakrishnan, Zachary Taylor |
| 2012 | ICRA | A geological perception system for autonomous mining. | Sven Schneider, Arman Melkumyan, Richard J. Murphy, Eric Nettleton |
| 2011 | IGARSS | Embedded feature selection of hyperspectral bands with boosted decision trees. | Sildomar T. Monteiro, Richard J. Murphy |
| 2011 | ICTAI | Classification of Hyperspectral Imagery Using GPs and the OAD Covariance Function with Automated Endmember Extraction. | Sven Schneider, Arman Melkumyan, Richard J. Murphy, Eric Nettleton |
| 2010 | ICONIP | Spectral Domain Noise Suppression in Dual-Sensor Hyperspectral Imagery Using Gaussian Processes. | Arman Melkumyan, Richard J. Murphy |
| 2010 | IGARSS | Calibrating probabilities for hyperspectral classification of rock types. | Sildomar T. Monteiro, Richard J. Murphy |
| 2010 | ICTAI | Gaussian Processes with OAD Covariance Function for Hyperspectral Data Classification. | Sven Schneider, Arman Melkumyan, Richard J. Murphy, Eric Nettleton |