Arman Melkumyan

38 papers A* 4A 1B 2C 2Journal 21Unranked 8

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	IntegralGP: Volumetric estimation of subterranean geochemical properties in mineral deposits by fusing assay data with different spatial supports. Expert Syst. Appl. Anna Chlingaryan, Arman Melkumyan, Raymond Leung
2025	J	`jnl`	Automation and Artificial Intelligence Technology in Surface Mining: A Brief Introduction to Open-Pit Operations in the Pilbara [Survey]. IEEE Robotics Autom. Mag. Raymond Leung, Andrew J. Hill, Arman Melkumyan
2023	J	`jnl`	Automation and AI Technology in Surface Mining With a Brief Introduction to Open-Pit Operations in the Pilbara. CoRR Raymond Leung, Andrew J. Hill, Arman Melkumyan
2023	J	`jnl`	Factors Influencing Autonomously Generated 3D Geophysical Spatial Models. CoRR Mehala Balamurali, Arman Melkumyan, John N. Zigman
2023	J	`jnl`	Unsupervised ore/waste classification on open-cut mine faces using close-range hyperspectral data. CoRR Lloyd Windrim, Arman Melkumyan, Richard J. Murphy, Anna Chlingaryan, Raymond Leung
2022	J	`jnl`	A Machine Learning Approach for Material Type Logging and Chemical Assaying from Autonomous Measure-While-Drilling (MWD) Data. CoRR Rami N. Khushaba, Arman Melkumyan, Andrew J. Hill
2022	J	`jnl`	Bayesian Surface Warping Approach for Rectifying Geological Boundaries Using Displacement Likelihood and Evidence from Geochemical Assays. ACM Trans. Spatial Algorithms Syst. Raymond Leung, Alexander Lowe, Anna Chlingaryan, Arman Melkumyan, John N. Zigman
2022	J	`jnl`	Creating large scale probabilistic boundaries using Gaussian Processes. Expert Syst. Appl. Adrian Ball, Katherine L. Silversides, Anna Chlingaryan, Arman Melkumyan
2020	J	`jnl`	Bayesian Surface Warping Approach For Rectifying Geological Boundaries Using Displacement Likelihood And Evidence From Geochemical Assays. CoRR Raymond Leung, Alexander Lowe, Anna Chlingaryan, Arman Melkumyan, John N. Zigman
2019	J	`jnl`	A comparison of t-SNE, SOM and SPADE for identifying material type domains in geological data. Comput. Geosci. Mehala Balamurali, Katherine L. Silversides, Arman Melkumyan
2019	J	`jnl`	Unsupervised Feature-Learning for Hyperspectral Data with Autoencoders. Remote. Sens. Lloyd Windrim, Rishi Ramakrishnan, Arman Melkumyan, Richard J. Murphy, Anna Chlingaryan
2018	J	`jnl`	A Physics-Based Deep Learning Approach to Shadow Invariant Representations of Hyperspectral Images. IEEE Trans. Image Process. Lloyd Windrim, Rishi Ramakrishnan, Arman Melkumyan, Richard J. Murphy
2018	—	`conf`	A Probabilistic Framework for Fusing Classifications Derived From Multi-Temporal Hyperspectral Imagery. WHISPERS Sven Schneider, Richard J. Murphy, Arman Melkumyan
2018	J	`jnl`	Pretraining for Hyperspectral Convolutional Neural Network Classification. IEEE Trans. Geosci. Remote. Sens. Lloyd Windrim, Arman Melkumyan, Richard J. Murphy, Anna Chlingaryan, Rishi Ramakrishnan
2017	A	`conf`	Hyperspectral CNN Classification with Limited Training Samples. BMVC Lloyd Windrim, Rishi Ramakrishnan, Arman Melkumyan, Richard J. Murphy
2016	J	`jnl`	A Dynamic Time Warping based covariance function for Gaussian Processes signature identification. Comput. Geosci. Katherine L. Silversides, Arman Melkumyan
2016	J	`jnl`	A Novel Endmember Bundle Extraction and Clustering Approach for Capturing Spectral Variability Within Endmember Classes. IEEE Trans. Geosci. Remote. Sens. Tatsumi Uezato, Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan
2016	J	`jnl`	A Novel Spectral Unmixing Method Incorporating Spectral Variability Within Endmember Classes. IEEE Trans. Geosci. Remote. Sens. Tatsumi Uezato, Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan
2016	—	`conf`	Gaussian Processes Based Fusion of Multiple Data Sources for Automatic Identification of Geological Boundaries in Mining. ICONIP (4) Katherine L. Silversides, Arman Melkumyan
2016	J	`jnl`	Hyperspectral CNN Classification with Limited Training Samples. CoRR Lloyd Windrim, Rishi Ramakrishnan, Arman Melkumyan, Richard J. Murphy
2016	J	`jnl`	Incorporating Spatial Information and Endmember Variability Into Unmixing Analyses to Improve Abundance Estimates. IEEE Trans. Image Process. Tatsumi Uezato, Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan
2016	B	`conf`	Unsupervised feature learning for illumination robustness. ICIP Lloyd Windrim, Arman Melkumyan, Richard J. Murphy, Anna Chlingaryan, Juan I. Nieto
2016	—	`conf`	t-SNE Based Visualisation and Clustering of Geological Domain. ICONIP (4) Mehala Balamurali, Arman Melkumyan
2015	J	`jnl`	Automated recognition of stratigraphic marker shales from geophysical logs in iron ore deposits. Comput. Geosci. Katherine L. Silversides, Arman Melkumyan, Derek A. Wyman, Peter Hatherly
2015	J	`jnl`	Gaussian Processes for Estimating Wavelength Position of the Ferric Iron Crystal Field Feature at $\sim$ 900 nm From Hyperspectral Imagery Acquired in the Short-Wave Infrared (1002-1355 nm). IEEE Trans. Geosci. Remote. Sens. Richard J. Murphy, Anna Chlingaryan, Arman Melkumyan
2015	—	`conf`	Spectral curve-based endmember extraction method. WHISPERS Tatsumi Uezato, Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan
2014	C	`conf`	Multiple endmember spectral unmixing within a multi-task framework. IGARSS Tatsumi Uezato, Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan, Sven Schneider
2012	A*	`conf`	A geological perception system for autonomous mining. ICRA Sven Schneider, Arman Melkumyan, Richard J. Murphy, Eric Nettleton
2012	—	`conf`	Information fusion in multi-task Gaussian process models. MFI Shrihari Vasudevan, Arman Melkumyan, Steven Scheding
2012	J	`jnl`	Information fusion in multi-task Gaussian processes CoRR Shrihari Vasudevan, Arman Melkumyan, Steven Scheding
2011	B	`conf`	Classification of Hyperspectral Imagery Using GPs and the OAD Covariance Function with Automated Endmember Extraction. ICTAI Sven Schneider, Arman Melkumyan, Richard J. Murphy, Eric Nettleton
2011	A*	`conf`	Detection of geological structure using gamma logs for autonomous mining. ICRA Katherine L. Silversides, Arman Melkumyan, Derek A. Wyman, Peter Hatherly, Eric Nettleton
2011	C	`conf`	Estimation and tracking of excavated material in mining. FUSION Christopher Innes, Eric Nettleton, Arman Melkumyan
2011	A*	`conf`	Multi-Kernel Gaussian Processes. IJCAI Arman Melkumyan, Fabio Ramos
2010	—	`conf`	Gaussian Processes with OAD Covariance Function for Hyperspectral Data Classification. ICTAI (1) Sven Schneider, Arman Melkumyan, Richard J. Murphy, Eric Nettleton
2010	—	`conf`	Spectral Domain Noise Suppression in Dual-Sensor Hyperspectral Imagery Using Gaussian Processes. ICONIP (2) Arman Melkumyan, Richard J. Murphy
2009	A*	`conf`	A Sparse Covariance Function for Exact Gaussian Process Inference in Large Datasets. IJCAI Arman Melkumyan, Fabio Ramos
2009	—	`conf`	An Observation Angle Dependent Nonstationary Covariance Function for Gaussian Process Regression. ICONIP (1) Arman Melkumyan, Eric Nettleton