| 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 |
| 2016 | ICONIP | t-SNE Based Visualisation and Clustering of Geological Domain. | Mehala Balamurali, Arman Melkumyan |
| 2016 | ICONIP | Gaussian Processes Based Fusion of Multiple Data Sources for Automatic Identification of Geological Boundaries in Mining. | Katherine L. Silversides, Arman Melkumyan |
| 2014 | IGARSS | Multiple endmember spectral unmixing within a multi-task framework. | Tatsumi Uezato, Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan, Sven Schneider |
| 2012 | ICRA | A geological perception system for autonomous mining. | Sven Schneider, Arman Melkumyan, Richard J. Murphy, Eric Nettleton |
| 2011 | FUSION | Estimation and tracking of excavated material in mining. | Christopher Innes, Eric Nettleton, Arman Melkumyan |
| 2011 | IJCAI | Multi-Kernel Gaussian Processes. | Arman Melkumyan, Fabio Ramos |
| 2011 | ICRA | Detection of geological structure using gamma logs for autonomous mining. | Katherine L. Silversides, Arman Melkumyan, Derek A. Wyman, Peter Hatherly, Eric Nettleton |
| 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 | ICTAI | Gaussian Processes with OAD Covariance Function for Hyperspectral Data Classification. | Sven Schneider, Arman Melkumyan, Richard J. Murphy, Eric Nettleton |
| 2009 | ICONIP | An Observation Angle Dependent Nonstationary Covariance Function for Gaussian Process Regression. | Arman Melkumyan, Eric Nettleton |
| 2009 | IJCAI | A Sparse Covariance Function for Exact Gaussian Process Inference in Large Datasets. | Arman Melkumyan, Fabio Ramos |