Behnood Rasti

Martin Hermann Paul Fuchs

Paul Scheunders

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

HyCoT: Hyperspectral Compression Transformer with an Efficient Training Strategy.

[BibT_eX]

[DOI]

David Alejandro Jimenez Sierra

Begüm Demir

CoRR, 2024

Fast Semi-supervised Unmixing using Non-convex Optimization.

[BibT_eX]

[DOI]

CoRR, 2024

PCB-Vision: A Multiscene RGB-Hyperspectral Benchmark Dataset of Printed Circuit Boards.

[BibT_eX]

[DOI]

CoRR, 2024

2023

Transformer-based contrastive prototypical clustering for multimodal remote sensing data.

[BibT_eX]

[DOI]

Inf. Sci., November, 2023

Heterogeneous/Homogeneous Change Detection dataset.

[BibT_eX]

[DOI]

Hernán Darío Benítez-Restrepo

Juan Felipe Florez-Ospina

Jocelyn Chanussot

Dataset, November, 2023

Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2023

Multimodal Fusion Transformer for Remote Sensing Image Classification.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2023

SUnAA: Sparse Unmixing Using Archetypal Analysis.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2023

Masking Hyperspectral Imaging Data with Pretrained Models.

[BibT_eX]

[DOI]

Elias Arbash

CoRR, 2023

A Multisensor Hyperspectral Benchmark Dataset For Unmixing of Intimate Mixtures.

[BibT_eX]

[DOI]

Zakaria Bnoulkacem

CoRR, 2023

FaSUn: Fast Semi-Supervised Unmixing Using Alternating Direction Method of Multipliers.

[BibT_eX]

[DOI]

Proceedings of the 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2023

Unmixing Intimate Mixtures Using Bézier Surfaces.

[BibT_eX]

[DOI]

Proceedings of the 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2023

Acritical Comparison of Linear and Nonlinear Unmixing for Intimate Mixtures.

[BibT_eX]

[DOI]

Proceedings of the 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2023

Deep Learning-Based Architectures For Multimodal Instance Segmentation.

[BibT_eX]

[DOI]

Proceedings of the 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2023

Masking Hyperspectral Imaging Data with Pretrained Models.

[BibT_eX]

[DOI]

Elias Arbash

Proceedings of the 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2023

Hysupp: An Open-Source Hyperspectral Unmixing Python Package.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Hyperspectral Domain Adaptation for the Detection of Material Types in Recycling Streams at the Example of Electrolyzers.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

An Extensive Multisensor Hyperspectral Benchmark Datasets of Intimate Mixtures of Mineral Powders.

[BibT_eX]

[DOI]

Zakaria Bnoulkacem

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

2022

UnDIP: Hyperspectral Unmixing Using Deep Image Prior.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2022

MiSiCNet: Minimum Simplex Convolutional Network for Deep Hyperspectral Unmixing.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2022

HapkeCNN: Blind Nonlinear Unmixing for Intimate Mixtures Using Hapke Model and Convolutional Neural Network.

[BibT_eX]

[DOI]

Paul Scheunders

IEEE Trans. Geosci. Remote. Sens., 2022

Hyperspectral Unmixing Using Transformer Network.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2022

Unsupervised Data Fusion With Deeper Perspective: A Novel Multisensor Deep Clustering Algorithm.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

MS$^{2}$A-Net: Multiscale Spectral-Spatial Association Network for Hyperspectral Image Clustering.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

SUnCNN: Sparse Unmixing Using Unsupervised Convolutional Neural Network.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2022

OptFus: Optical Sensor Fusion for the Classification of Multisource Data: Application to Mineralogical Mapping.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2022

Deep Hyperspectral Unmixing using Transformer Network.

[BibT_eX]

[DOI]

CoRR, 2022

Blind Nonlinear Unmixing For Intimate Mixtures Using Hapke Model And CNN.

[BibT_eX]

[DOI]

Proceedings of the 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2022

Hyde: The First Open-Source, Python-Based, Gpu-Accelerated Hyperspectral Denoising Package.

[BibT_eX]

[DOI]

Proceedings of the 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2022

Hyperspectral Unmixing Using Convolutional Autoencoder For Metal Detection In Lithium-Ion Battery Recycling Applications.

[BibT_eX]

[DOI]

Proceedings of the 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2022

Hyperspectral Clustering Using Atrous Spatial-Spectral Convolutional Network.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Deep Blind Unmixing using Minimum Simplex Convolutional Network.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Sparse Unmixing using Deep Convolutional Networks.

[BibT_eX]

[DOI]

Paul Scheunders

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Unsupervised Deep Hyperspectral Inpainting Using a New Mixing Model.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

2021

Fusion of Dual Spatial Information for Hyperspectral Image Classification.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2021

EMFNet: Enhanced Multisource Fusion Network for Land Cover Classification.

[BibT_eX]

[DOI]

Chengxiang Li

Renlong Hang

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

The Potential of Machine Learning for a More Responsible Sourcing of Critical Raw Materials.

[BibT_eX]

[DOI]

Isabel Cecilia Contreras Acosta

Moritz Kirsch

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

A Multi-Sensor Subspace-Based Clustering Algorithm Using RGB and Hyperspectral Data.

[BibT_eX]

[DOI]

Proceedings of the 11th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2021

When is the Right Time to Apply Denoising?

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Boosting Hyperspectral Image Unmixing Using Denoising: Four Scenarios.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Spectral Unmixing Using Deep Convolutional Encoder-Decoder.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Hyperspectral Denoising: From Conventional Techniques Towards Deep Learning Ones.

[BibT_eX]

[DOI]

Proceedings of the CIKM 2021 Workshops co-located with 30th ACM International Conference on Information and Knowledge Management (CIKM 2021), 2021

2020

Multiple Optical Sensor Fusion for Mineral Mapping of Core Samples.

[BibT_eX]

[DOI]

Sensors, 2020

Data Fusion Using a Multi-Sensor Sparse-Based Clustering Algorithm.

[BibT_eX]

[DOI]

Remote. Sens., 2020

How Hyperspectral Image Unmixing and Denoising Can Boost Each Other.

[BibT_eX]

[DOI]

Remote. Sens., 2020

A Multi-Sensor Fusion Framework Based on Coupled Residual Convolutional Neural Networks.

[BibT_eX]

[DOI]

Remote. Sens., 2020

Hyperspectral Mixed Gaussian and Sparse Noise Reduction.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2020

Remote sensing image classification using subspace sensor fusion.

[BibT_eX]

[DOI]

Inf. Fusion, 2020

Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep.

[BibT_eX]

[DOI]

CoRR, 2020

Fusion of Multispectral LiDAR and Hyperspectral Imagery.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Towards 4D Virtual Outcrops with Hyperspectral Imaging.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Remote Sensing and Deep Learning for Sustainable Mining.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

2019

Hyperspectral Feature Extraction Using Sparse and Smooth Low-Rank Analysis.

[BibT_eX]

[DOI]

Remote. Sens., 2019

Multisensor Composite Kernels Based on Extreme Learning Machines.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2019

Mixed Noise Reduction in Hyperspectral Imagery.

[BibT_eX]

[DOI]

Jocelyn Chanussot

Proceedings of the 10th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2019

Multisensor Feature Fusion Using Low-Rank Modeling and Component Analysis.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

A Novel Composite Kernel Approach for Multisensor Remote Sensing Data Fusion.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

2018

Noise Reduction in Hyperspectral Imagery: Overview and Application.

[BibT_eX]

[DOI]

Remote. Sens., 2018

Multisource and Multitemporal Data Fusion in Remote Sensing.

[BibT_eX]

[DOI]

CoRR, 2018

Label Noise Robust Classification Of Hyperspectral Data.

[BibT_eX]

[DOI]

Alina E. Maas

Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018

Sparse and Smooth Feature Extraction for Hyperspectral Imagery.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017

Fusion of Hyperspectral and LiDAR Data Using Sparse and Low-Rank Component Analysis.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2017

Hyperspectral and LiDAR Fusion Using Extinction Profiles and Total Variation Component Analysis.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2017

Automatic Hyperspectral Image Restoration Using Sparse and Low-Rank Modeling.

[BibT_eX]

[DOI]

Magnus Orn Ulfarsson

IEEE Geosci. Remote. Sens. Lett., 2017

Feature fusion of hyperspectral and lidar data using extinction profiles and total variation.

[BibT_eX]

[DOI]

Xiao Xiang Zhu

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

2016

Hyperspectral Feature Extraction Using Total Variation Component Analysis.

[BibT_eX]

[DOI]

Magnus Orn Ulfarsson

IEEE Trans. Geosci. Remote. Sens., 2016

2015

Hyperspectral Subspace Identification Using SURE.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2015

2014

Wavelet-Based Sparse Reduced-Rank Regression for Hyperspectral Image Restoration.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2014

Hyperspectral Image Denoising Using First Order Spectral Roughness Penalty in Wavelet Domain.

[BibT_eX]

[DOI]

Magnus Orn Ulfarsson

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Sure based model selection for hyperspectral imaging.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Total variation based hyperspectral feature extraction.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

2013

Wavelet based sparse Principal Component Analysis for hyperspectral denoising.

[BibT_eX]

[DOI]

Jakob Sigurdsson

Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

First order roughness penalty for hyperspectral image denoising.

[BibT_eX]

[DOI]

Jakob Sigurdsson

Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

Hyperspectral image denoising using a new linear model and Sparse Regularization.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

2012

Hyperspectral image denoising using 3D wavelets.

[BibT_eX]

[DOI]