Arman Melkumyan

Publication Activity (10 Years)

Years Active: 2009-2023
Publications (10 Years): 21

Top Topics

Gaussian Process

Dynamic Time Warping

Invariant Representations

Top Venues

IEEE Trans. Geosci. Remote. Sens.

Comput. Geosci.

Publications

Raymond Leung, Andrew J. Hill, Arman Melkumyan
Automation and AI Technology in Surface Mining With a Brief Introduction to Open-Pit Operations in the Pilbara. CoRR (2023)
Mehala Balamurali, Arman Melkumyan, John N. Zigman
Factors Influencing Autonomously Generated 3D Geophysical Spatial Models. CoRR (2023)
Lloyd Windrim, Arman Melkumyan, Richard J. Murphy, Anna Chlingaryan, Raymond Leung
Unsupervised ore/waste classification on open-cut mine faces using close-range hyperspectral data. CoRR (2023)
Rami N. Khushaba, Arman Melkumyan, Andrew J. Hill
A Machine Learning Approach for Material Type Logging and Chemical Assaying from Autonomous Measure-While-Drilling (MWD) Data. CoRR (2022)
Raymond Leung, Alexander Lowe, Anna Chlingaryan, Arman Melkumyan, John N. Zigman
Bayesian Surface Warping Approach for Rectifying Geological Boundaries Using Displacement Likelihood and Evidence from Geochemical Assays. ACM Trans. Spatial Algorithms Syst. 8 (1) (2022)
Adrian Ball, Katherine L. Silversides, Anna Chlingaryan, Arman Melkumyan
Creating large scale probabilistic boundaries using Gaussian Processes. Expert Syst. Appl. 199 (2022)
Raymond Leung, Alexander Lowe, Anna Chlingaryan, Arman Melkumyan, John N. Zigman
Bayesian Surface Warping Approach For Rectifying Geological Boundaries Using Displacement Likelihood And Evidence From Geochemical Assays. CoRR (2020)
Lloyd Windrim, Rishi Ramakrishnan, Arman Melkumyan, Richard J. Murphy, Anna Chlingaryan
Unsupervised Feature-Learning for Hyperspectral Data with Autoencoders. Remote. Sens. 11 (7) (2019)
Mehala Balamurali, Katherine L. Silversides, Arman Melkumyan
A comparison of t-SNE, SOM and SPADE for identifying material type domains in geological data. Comput. Geosci. 125 (2019)
Lloyd Windrim, Rishi Ramakrishnan, Arman Melkumyan, Richard J. Murphy
A Physics-Based Deep Learning Approach to Shadow Invariant Representations of Hyperspectral Images. IEEE Trans. Image Process. 27 (2) (2018)
Lloyd Windrim, Arman Melkumyan, Richard J. Murphy, Anna Chlingaryan, Rishi Ramakrishnan
Pretraining for Hyperspectral Convolutional Neural Network Classification. IEEE Trans. Geosci. Remote. Sens. 56 (5) (2018)
Sven Schneider, Richard J. Murphy, Arman Melkumyan
A Probabilistic Framework for Fusing Classifications Derived From Multi-Temporal Hyperspectral Imagery. WHISPERS (2018)
Lloyd Windrim, Rishi Ramakrishnan, Arman Melkumyan, Richard J. Murphy
Hyperspectral CNN Classification with Limited Training Samples. BMVC (2017)
Tatsumi Uezato, Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan
Incorporating Spatial Information and Endmember Variability Into Unmixing Analyses to Improve Abundance Estimates. IEEE Trans. Image Process. 25 (12) (2016)
Lloyd Windrim, Rishi Ramakrishnan, Arman Melkumyan, Richard J. Murphy
Hyperspectral CNN Classification with Limited Training Samples. CoRR (2016)
Tatsumi Uezato, Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan
A Novel Spectral Unmixing Method Incorporating Spectral Variability Within Endmember Classes. IEEE Trans. Geosci. Remote. Sens. 54 (5) (2016)
Mehala Balamurali, Arman Melkumyan
t-SNE Based Visualisation and Clustering of Geological Domain. ICONIP (4) (2016)
Lloyd Windrim, Arman Melkumyan, Richard J. Murphy, Anna Chlingaryan, Juan I. Nieto
Unsupervised feature learning for illumination robustness. ICIP (2016)
Katherine L. Silversides, Arman Melkumyan
A Dynamic Time Warping based covariance function for Gaussian Processes signature identification. Comput. Geosci. 96 (2016)
Katherine L. Silversides, Arman Melkumyan
Gaussian Processes Based Fusion of Multiple Data Sources for Automatic Identification of Geological Boundaries in Mining. ICONIP (4) (2016)
Tatsumi Uezato, Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan
A Novel Endmember Bundle Extraction and Clustering Approach for Capturing Spectral Variability Within Endmember Classes. IEEE Trans. Geosci. Remote. Sens. 54 (11) (2016)
Katherine L. Silversides, Arman Melkumyan, Derek A. Wyman, Peter Hatherly
Automated recognition of stratigraphic marker shales from geophysical logs in iron ore deposits. Comput. Geosci. 77 (2015)
Richard J. Murphy, Anna Chlingaryan, Arman Melkumyan
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. 53 (4) (2015)
Tatsumi Uezato, Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan
Spectral curve-based endmember extraction method. WHISPERS (2015)
Tatsumi Uezato, Richard J. Murphy, Arman Melkumyan, Anna Chlingaryan, Sven Schneider
Multiple endmember spectral unmixing within a multi-task framework. IGARSS (2014)
Shrihari Vasudevan, Arman Melkumyan, Steven Scheding
Information fusion in multi-task Gaussian process models. MFI (2012)
Shrihari Vasudevan, Arman Melkumyan, Steven Scheding
Information fusion in multi-task Gaussian processes CoRR (2012)
Sven Schneider, Arman Melkumyan, Richard J. Murphy, Eric Nettleton
A geological perception system for autonomous mining. ICRA (2012)
Katherine L. Silversides, Arman Melkumyan, Derek A. Wyman, Peter Hatherly, Eric Nettleton
Detection of geological structure using gamma logs for autonomous mining. ICRA (2011)
Sven Schneider, Arman Melkumyan, Richard J. Murphy, Eric Nettleton
Classification of Hyperspectral Imagery Using GPs and the OAD Covariance Function with Automated Endmember Extraction. ICTAI (2011)
Christopher Innes, Eric Nettleton, Arman Melkumyan
Estimation and tracking of excavated material in mining. FUSION (2011)
Arman Melkumyan, Fabio Ramos
Multi-Kernel Gaussian Processes. IJCAI (2011)
Sven Schneider, Arman Melkumyan, Richard J. Murphy, Eric Nettleton
Gaussian Processes with OAD Covariance Function for Hyperspectral Data Classification. ICTAI (1) (2010)
Arman Melkumyan, Richard J. Murphy
Spectral Domain Noise Suppression in Dual-Sensor Hyperspectral Imagery Using Gaussian Processes. ICONIP (2) (2010)
Arman Melkumyan, Fabio Ramos
A Sparse Covariance Function for Exact Gaussian Process Inference in Large Datasets. IJCAI (2009)
Arman Melkumyan, Eric Nettleton
An Observation Angle Dependent Nonstationary Covariance Function for Gaussian Process Regression. ICONIP (1) (2009)