Rob Heylen

发表

Improving the efficiency of MESMA through geometric unmixing principles

Rob Heylen, Laurent Tits, Ben Somers, 2013, Remote Sensing.

Nonlinear Spectral Unmixing With a Linear Mixture of Intimate Mixtures Model

Paul D. Gader, Rob Heylen, P. Gader, 2014, IEEE Geoscience and Remote Sensing Letters.

Towards streaming hyperspectral endmember extraction

Rob Heylen, Paul Scheunders, Dzevdet Burazerovic, 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium.

Calculation of Geodesic Distances in Nonlinear Mixing Models: Application to the Generalized Bilinear Model

Rob Heylen, Paul Scheunders, P. Scheunders, 2012, IEEE Geoscience and Remote Sensing Letters.

A Geometric Matched Filter for Hyperspectral Target Detection and Partial Unmixing

Rob Heylen, Paul Scheunders, Muhammad Awais Akhter, 2015, IEEE Geoscience and Remote Sensing Letters.

Fully Constrained Least Squares Spectral Unmixing by Simplex Projection

Rob Heylen, Paul Scheunders, Dzevdet Burazerovic, 2011, IEEE Transactions on Geoscience and Remote Sensing.

A Review of Nonlinear Hyperspectral Unmixing Methods

Paul D. Gader, Rob Heylen, Mario Parente, 2014, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Spectral Variability in a Multilinear Mixing Model

Rob Heylen, Paul Scheunders, Thorvald Dox, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

Estimation of the Intrinsic Dimensionality in Hyperspectral Imagery via the Hubness Phenomenon

Rob Heylen, Paul Scheunders, Mario Parente, 2017, LVA/ICA.

Optical solutions for improving spatial resolution of hyperspectral sensors

Rob Heylen, Paul Scheunders, Sayyed Ashkan Adibi, 2016, 2016 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

A Neural Network Method for Nonlinear Hyperspectral Unmixing

Rob Heylen, Paul Scheunders, Bikram Koirala, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

A Special Issue on Hyperspectral Imaging [From the Guest Editors]

Rob Heylen, John P. Kerekes, Mario Parente, 2019, IEEE Geoscience and Remote Sensing Magazine.

Solving the hyperspectral unmixing problem with projection onto convex sets

Rob Heylen, Paul Scheunders, Muhammad Awais Akhter, 2013, 21st European Signal Processing Conference (EUSIPCO 2013).

Nonlinear barycentric dimensionality reduction

Rob Heylen, Paul Scheunders, P. Scheunders, 2010, 2010 IEEE International Conference on Image Processing.

Spatial Resolution Enhancement of Hyperspectral Images Using Spectral Unmixing and Bayesian Sparse Representation

Rob Heylen, Paul Scheunders, Azam Karami, 2017, Remote. Sens..

Handling spectral variability with alternating angle minimization

Paul D. Gader, Rob Heylen, Paul Scheunders, 2013, 2013 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

A fast alternative for the pixel purity index algorithm

Rob Heylen, Paul Scheunders, Muhammad Awais Akhter, 2015, 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Fusion of Hyperspectral and Multispectral Images Using Spectral Unmixing and Sparse Coding

Rob Heylen, Paul Scheunders, Azam Karami, 2016, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

A Distance Geometric Framework for Nonlinear Hyperspectral Unmixing

Rob Heylen, Paul Scheunders, P. Scheunders, 2014, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Band-Specific Shearlet-Based Hyperspectral Image Noise Reduction

Rob Heylen, Paul Scheunders, Azam Karami, 2015, IEEE Transactions on Geoscience and Remote Sensing.

Detecting the Adjacency Effect in Hyperspectral Imagery With Spectral Unmixing Techniques

Rob Heylen, Sindy Sterckx, Paul Scheunders, 2013, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

A Geometric Unmixing Concept for the Selection of Optimal Binary Endmember Combinations

Rob Heylen, Laurent Tits, Ben Somers, 2015, IEEE Geoscience and Remote Sensing Letters.

Multidimensional Pixel Purity Index for Convex Hull Estimation and Endmember Extraction

Rob Heylen, Paul Scheunders, 2013, IEEE Transactions on Geoscience and Remote Sensing.

Classification of hyperspectral images with very small training size using sparse unmixing

Vera Andrejchenko, Rob Heylen, Wilfried Philips, 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Estimation of the number of endmembers via the hubness phenomenon

Rob Heylen, Paul Scheunders, Mario Parente, 2016, 2016 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Nonlinear unmixing by using non-euclidean metrics in a linear unmixing chain

Paul D. Gader, Rob Heylen, Paul Scheunders, 2014, 2014 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Unmixing for detection and quantification of adjacency effects

Rob Heylen, Sindy Sterckx, Paul Scheunders, 2012, 2012 IEEE International Geoscience and Remote Sensing Symposium.

Multi-dimensional pixel purity index

Rob Heylen, Paul Scheunders, 2013, 2013 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Hyperspectral image noise reduction and its effect on spectral unmixing

Rob Heylen, Paul Scheunders, Azam Karami, 2014, 2014 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Hyperspectral Unmixing With Endmember Variability via Alternating Angle Minimization

Rob Heylen, Paul Scheunders, Paul Gader, 2016, IEEE Transactions on Geoscience and Remote Sensing.

On Using Projection Onto Convex Sets for Solving the Hyperspectral Unmixing Problem

Rob Heylen, Paul Scheunders, Muhammad Awais Akhter, 2013, IEEE Geoscience and Remote Sensing Letters.

Denoising of hyperspectral images using shearlet transform and fully constrained least squares unmixing

Rob Heylen, Paul Scheunders, Azam Karami, 2016, 2016 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Compression of hyperspectral images using compressed sensing and block coordinate descent search

Rob Heylen, Paul Scheunders, Azam Karami, 2016 .

Hyperspectral Image Compression Optimized for Spectral Unmixing

Rob Heylen, Paul Scheunders, Azam Karami, 2016, IEEE Transactions on Geoscience and Remote Sensing.

Estimating the number of endmembers in hyperspectral imagery with nearest neighbor distances

Rob Heylen, Paul Scheunders, 2012, 2012 IEEE International Geoscience and Remote Sensing Symposium.

Estimation of the Number of Endmembers in a Hyperspectral Image via the Hubness Phenomenon

Rob Heylen, Paul Scheunders, Mario Parente, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Nonlinear Unmixing by Using Different Metrics in a Linear Unmixing Chain

Paul D. Gader, Rob Heylen, Paul Scheunders, 2015, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Hyperspectral Intrinsic Dimensionality Estimation With Nearest-Neighbor Distance Ratios

Rob Heylen, Paul Scheunders, P. Scheunders, 2013, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

A Multilinear Mixing Model for Nonlinear Spectral Unmixing

Rob Heylen, Paul Scheunders, P. Scheunders, 2016, IEEE Transactions on Geoscience and Remote Sensing.

Pixel purity vertex component analysis

Rob Heylen, Paul Scheunders, Mario Parente, 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Adaptive Thresholds for Neural Networks with Synaptic Noise

Rob Heylen, Désiré Bollé, 2007, Int. J. Neural Syst..

Non-Linear Spectral Unmixing by Geodesic Simplex Volume Maximization

Rob Heylen, Paul Scheunders, Dzevdet Burazerovic, 2011, IEEE Journal of Selected Topics in Signal Processing.

Hyperspectral unmixing with projection onto convex sets using distance geometry

Rob Heylen, Paul Scheunders, Muhammad Awais Akhter, 2015, 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Non-linear fully-constrained spectral unmixing

Rob Heylen, Paul Scheunders, P. Scheunders, 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium.

Hyperspectral unmixing using an active set algorithm

Rob Heylen, Paul Scheunders, 2014, 2014 IEEE International Conference on Image Processing (ICIP).

Nonlinear Hyperspectral Unmixing With Graphical Models

Vera Andrejchenko, Zohreh Zahiri, Rob Heylen, 2019, IEEE Transactions on Geoscience and Remote Sensing.

A graph-based method for non-linear unmixing of hyperspectral imagery

Rob Heylen, Paul Scheunders, Dzevdet Burazerovic, 2010, 2010 IEEE International Geoscience and Remote Sensing Symposium.

Alternating angle minimization based unmixingwith endmember variability

Paul D. Gader, Rob Heylen, Paul Scheunders, 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Adaptive Thresholds for Layered Neural Networks with Synaptic Noise

Rob Heylen, Désiré Bollé, 2006, ICANN.

A Spectral-Unmixing Approach to Estimate Water–Mass Concentrations in Case 2 Waters

Rob Heylen, Els Knaeps, Paul Scheunders, 2014, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

Lossy compression of hyperspectral images optimizing spectral unmixing

Rob Heylen, Paul Scheunders, Azam Karami, 2015, 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Geometric matched filter for hyperspectral partial unmixing

Rob Heylen, Paul Scheunders, Muhammad Awais Akhter, 2014, 2014 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Nonlinear unmixing with a multilinear mixing model

Rob Heylen, Paul Scheunders, P. Scheunders, 2015, 2015 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Models of spin systems and neural networks on random graphs.

Rob Heylen, R. Heylen, 2008 .

Superresolution of hyperspectral images using spectral unmixing and sparse regularization

Rob Heylen, Paul Scheunders, Azam Karami, 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Compression of hyperspectral images using block coordinate descent search and compressed sensing

Rob Heylen, Paul Scheunders, Azam Karami, 2016, 2016 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Spectral unmixing using distance geometry

Rob Heylen, Paul Scheunders, 2011, 2011 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

A fast geometric algorithm for solving the inversion problem in spectral unmixing

Rob Heylen, Paul Scheunders, 2012, 2012 4th Workshop on Hyperspectral Image and Signal Processing (WHISPERS).

MRF-Based Decision Fusion for Hyperspectral Image Classification

Vera Andrejchenko, Rob Heylen, Wilfried Philips, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.