Rob Heylen

Orcid: 0000-0002-8341-9397

According to our database1, Rob Heylen authored at least 59 papers between 2006 and 2023.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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Bibliography

2023
Accelerated Monitoring of Powder Bed Fusion Additive Manufacturing via High-Throughput Imaging and Low-Latency Machine Learning.
Proceedings of the Artificial Intelligence Applications and Innovations, 2023

2022
Encoding Stability into Laser Powder Bed Fusion Monitoring Using Temporal Features and Pore Density Modelling.
Sensors, 2022

2021
Counting Strawberry Flowers On Drone Imagery With A Sequential Convolutional Neural Network.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

2019
Nonlinear Hyperspectral Unmixing With Graphical Models.
IEEE Trans. Geosci. Remote. Sens., 2019

A Spectral Mixing Model Accounting for Multiple Reflections and Shadow.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

2018
A Neural Network Method for Nonlinear Hyperspectral Unmixing.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Spectral Variability in a Multilinear Mixing Model.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

MRF-Based Decision Fusion for Hyperspectral Image Classification.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017
Estimation of the Number of Endmembers in a Hyperspectral Image via the Hubness Phenomenon.
IEEE Trans. Geosci. Remote. Sens., 2017

Spatial Resolution Enhancement of Hyperspectral Images Using Spectral Unmixing and Bayesian Sparse Representation.
Remote. Sens., 2017

Pixel purity vertex component analysis.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Estimation of the Intrinsic Dimensionality in Hyperspectral Imagery via the Hubness Phenomenon.
Proceedings of the Latent Variable Analysis and Signal Separation, 2017

2016
Hyperspectral Image Compression Optimized for Spectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2016

Hyperspectral Unmixing With Endmember Variability via Alternating Angle Minimization.
IEEE Trans. Geosci. Remote. Sens., 2016

A Multilinear Mixing Model for Nonlinear Spectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2016

Fusion of Hyperspectral and Multispectral Images Using Spectral Unmixing and Sparse Coding.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Denoising of hyperspectral images using shearlet transform and fully constrained least squares unmixing.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Estimation of the number of endmembers via the hubness phenomenon.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Compression of hyperspectral images using block coordinate descent search and compressed sensing.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Optical solutions for improving spatial resolution of hyperspectral sensors.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Superresolution of hyperspectral images using spectral unmixing and sparse regularization.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Alternating angle minimization based unmixingwith endmember variability.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Classification of hyperspectral images with very small training size using sparse unmixing.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

2015
Band-Specific Shearlet-Based Hyperspectral Image Noise Reduction.
IEEE Trans. Geosci. Remote. Sens., 2015

Nonlinear Unmixing by Using Different Metrics in a Linear Unmixing Chain.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

A Geometric Unmixing Concept for the Selection of Optimal Binary Endmember Combinations.
IEEE Geosci. Remote. Sens. Lett., 2015

A Geometric Matched Filter for Hyperspectral Target Detection and Partial Unmixing.
IEEE Geosci. Remote. Sens. Lett., 2015

Nonlinear unmixing with a multilinear mixing model.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Lossy compression of hyperspectral images optimizing spectral unmixing.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

A fast alternative for the pixel purity index algorithm.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Hyperspectral unmixing with projection onto convex sets using distance geometry.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

2014
A Distance Geometric Framework for Nonlinear Hyperspectral Unmixing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

A Review of Nonlinear Hyperspectral Unmixing Methods.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

A Spectral-Unmixing Approach to Estimate Water-Mass Concentrations in Case 2 Waters.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Nonlinear Spectral Unmixing With a Linear Mixture of Intimate Mixtures Model.
IEEE Geosci. Remote. Sens. Lett., 2014

Hyperspectral image noise reduction and its effect on spectral unmixing.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Nonlinear unmixing by using non-euclidean metrics in a linear unmixing chain.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Geometric matched filter for hyperspectral partial unmixing.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Hyperspectral unmixing using an active set algorithm.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

2013
Multidimensional Pixel Purity Index for Convex Hull Estimation and Endmember Extraction.
IEEE Trans. Geosci. Remote. Sens., 2013

Hyperspectral Intrinsic Dimensionality Estimation With Nearest-Neighbor Distance Ratios.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013

Detecting the Adjacency Effect in Hyperspectral Imagery With Spectral Unmixing Techniques.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013

On Using Projection Onto Convex Sets for Solving the Hyperspectral Unmixing Problem.
IEEE Geosci. Remote. Sens. Lett., 2013

Multi-dimensional pixel purity index.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

Handling spectral variability with alternating angle minimization.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

Solving the hyperspectral unmixing problem with projection onto convex sets.
Proceedings of the 21st European Signal Processing Conference, 2013

2012
Calculation of Geodesic Distances in Nonlinear Mixing Models: Application to the Generalized Bilinear Model.
IEEE Geosci. Remote. Sens. Lett., 2012

A fast geometric algorithm for solving the inversion problem in spectral unmixing.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Estimating the number of endmembers in hyperspectral imagery with nearest neighbor distances.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Unmixing for detection and quantification of adjacency effects.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

2011
Fully Constrained Least Squares Spectral Unmixing by Simplex Projection.
IEEE Trans. Geosci. Remote. Sens., 2011

Non-Linear Spectral Unmixing by Geodesic Simplex Volume Maximization.
IEEE J. Sel. Top. Signal Process., 2011

Spectral unmixing using distance geometry.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

Non-linear fully-constrained spectral unmixing.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Towards streaming hyperspectral endmember extraction.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

2010
A graph-based method for non-linear unmixing of hyperspectral imagery.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Nonlinear barycentric dimensionality reduction.
Proceedings of the International Conference on Image Processing, 2010

2007
Adaptive Thresholds for Neural Networks with Synaptic Noise.
Int. J. Neural Syst., 2007

2006
Adaptive Thresholds for Layered Neural Networks with Synaptic Noise.
Proceedings of the Artificial Neural Networks, 2006


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