Behnood Rasti

98 papers C 21Journal 61Unranked 16
YearRankTypeTitle / Venue / Authors
2026 J jnl
HyVIC: A Metric-Driven Spatio-Spectral Hyperspectral Image Compression Architecture Based on Variational Autoencoders.
CoRR
Martin Hermann Paul Fuchs, Behnood Rasti, Begüm Demir
2026 J jnl
Masked Self-Attention Fusion Network for Joint Classification of Hyperspectral and LiDAR Data.
IEEE Trans. Image Process.
Lulu Shi, Chunchao Li, Zhengchao Zeng, Puhong Duan, Behnood Rasti, Antonio Plaza
2026 J jnl
MiSiSUn: Minimum Simplex Semisupervised Unmixing.
CoRR
Behnood Rasti, Bikram Koirala, Paul Scheunders
2025 J jnl
A Spectral-Spatial Attention Network for Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens.
Xuanwen Tao, Bikram Koirala, Behnood Rasti, Antonio Plaza, Paul Scheunders
2025 J jnl
Adjustable Spatio-Spectral Hyperspectral Image Compression Network.
CoRR
Martin Hermann Paul Fuchs, Behnood Rasti, Begüm Demir
2025 J jnl
Adjustable Spatio-Spectral Hyperspectral Image Compression Network.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Martin Hermann Paul Fuchs, Behnood Rasti, Begüm Demir
2025 J jnl
Continual Self-Supervised Learning With Masked Autoencoders in Remote Sensing.
IEEE Geosci. Remote. Sens. Lett.
Lars Möllenbrok, Behnood Rasti, Begüm Demir
2025 J jnl
Continual Self-Supervised Learning with Masked Autoencoders in Remote Sensing.
CoRR
Lars Möllenbrok, Behnood Rasti, Begüm Demir
2025 J jnl
Low-Latency Neural Network for Efficient Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Chunchao Li, Jun Li, Mingrui Peng, Behnood Rasti, Puhong Duan, Xuebin Tang, Xiaoguang Ma
2025 J jnl
REMSA: An LLM Agent for Foundation Model Selection in Remote Sensing.
CoRR
Binger Chen, Tacettin Emre Bok, Behnood Rasti, Volker Markl, Begüm Demir
2024 J jnl
A Supervised Approach for Estimating Fractional Abundances of Binary Intimate Mixtures.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Bikram Koirala, Behnood Rasti, Paul Scheunders
2024 J jnl
Channel-Layer-Oriented Lightweight Spectral-Spatial Network for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens.
Chunchao Li, Behnood Rasti, Xuebin Tang, Puhong Duan, Jun Li, Yuanxi Peng
2024 J jnl
Fast Semi-supervised Unmixing using Non-convex Optimization.
CoRR
Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot
2024 J jnl
Fast Semisupervised Unmixing Using Nonconvex Optimization.
IEEE Trans. Geosci. Remote. Sens.
Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot
2024 — conf
Generative Adversarial Networks for Spatio-Spectral Compression of Hyperspectral Images.
WHISPERS
Martin Hermann Paul Fuchs, Akshara Preethy Byju, Alisa Walda, Behnood Rasti, Begüm Demir
2024 — conf
HyCoT: A Transformer-Based Autoencoder for Hyperspectral Image Compression.
WHISPERS
Martin Hermann Paul Fuchs, Behnood Rasti, Begüm Demir
2024 J jnl
HyCoT: Hyperspectral Compression Transformer with an Efficient Training Strategy.
CoRR
Martin Hermann Paul Fuchs, Behnood Rasti, Begüm Demir
2024 J jnl
Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package.
IEEE Trans. Geosci. Remote. Sens.
Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot
2024 J jnl
Nonlinear Spectral Unmixing Using Bézier Surfaces.
IEEE Trans. Geosci. Remote. Sens.
Bikram Koirala, Behnood Rasti, Zakaria Bnoulkacem, Paul Scheunders
2024 J jnl
PCB-Vision: A Multiscene RGB-Hyperspectral Benchmark Dataset of Printed Circuit Boards.
CoRR
Elias Arbash, Margret C. Fuchs, Behnood Rasti, Sandra Lorenz, Pedram Ghamisi, Richard Gloaguen
2023 J jnl
A Multisensor Hyperspectral Benchmark Dataset For Unmixing of Intimate Mixtures.
CoRR
Bikram Koirala, Behnood Rasti, Zakaria Bnoulkacem, Andréa de Lima Ribeiro, Yuleika Madriz, Erik Herrmann, Arthur Gestels, Thomas De Kerf, Sandra Lorenz, Margret C. Fuchs, Koen Janssens, Gunther Steenackers, Richard Gloaguen, Paul Scheunders
2023 — conf
Acritical Comparison of Linear and Nonlinear Unmixing for Intimate Mixtures.
WHISPERS
Bikram Koirala, Samiran Das, Behnood Rasti, Pedram Ghamisi, Richard Gloaguen, Paul Scheunders
2023 C conf
An Extensive Multisensor Hyperspectral Benchmark Datasets of Intimate Mixtures of Mineral Powders.
IGARSS
Bikram Koirala, Behnood Rasti, Zakaria Bnoulkacem, Andréa de Lima Ribeiro, Yuleika Madriz, Erik Herrmann, Arthur Gestels, Thomas De Kerf, Koen Janssens, Gunther Steenackers, Richard Gloaguen, Paul Scheunders
2023 — conf
Deep Learning-Based Architectures For Multimodal Instance Segmentation.
WHISPERS
Md Omar Faruk, Behnood Rasti, Margret C. Fuchs, Richard Gloaguen, Pedram Ghamisi
2023 J jnl
Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing.
IEEE Trans. Image Process.
Alexandre Zouaoui, Gedeon Muhawenayo, Behnood Rasti, Jocelyn Chanussot, Julien Mairal
2023 — conf
FaSUn: Fast Semi-Supervised Unmixing Using Alternating Direction Method of Multipliers.
WHISPERS
Behnood Rasti
2023 C conf
Hyperspectral Domain Adaptation for the Detection of Material Types in Recycling Streams at the Example of Electrolyzers.
IGARSS
Behnood Rasti, Aayush Jain, Margret C. Fuchs, Pedram Ghamisi, Richard Gloaguen
2023 C conf
Hysupp: An Open-Source Hyperspectral Unmixing Python Package.
IGARSS
Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot
2023 J jnl
Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package.
CoRR
Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot
2023 — conf
Masking Hyperspectral Imaging Data with Pretrained Models.
WHISPERS
Elias Arbash, Andréa de Lima Ribeiro, Samuel T. Thiele, Nina Gnann, Behnood Rasti, Margret C. Fuchs, Pedram Ghamisi, Richard Gloaguen
2023 J jnl
Masking Hyperspectral Imaging Data with Pretrained Models.
CoRR
Elias Arbash, Andréa de Lima Ribeiro, Samuel T. Thiele, Nina Gnann, Behnood Rasti, Margret C. Fuchs, Pedram Ghamisi, Richard Gloaguen
2023 J jnl
Multimodal Fusion Transformer for Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens.
Swalpa Kumar Roy, Ankur Deria, Danfeng Hong, Behnood Rasti, Antonio Plaza, Jocelyn Chanussot
2023 J jnl
SUnAA: Sparse Unmixing Using Archetypal Analysis.
IEEE Geosci. Remote. Sens. Lett.
Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot
2023 J jnl
SUnAA: Sparse Unmixing using Archetypal Analysis.
CoRR
Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot
2023 J jnl
Transformer-based contrastive prototypical clustering for multimodal remote sensing data.
Inf. Sci.
Yaoming Cai, Zijia Zhang, Pedram Ghamisi, Behnood Rasti, Xiaobo Liu, Zhihua Cai
2023 — conf
Unmixing Intimate Mixtures Using Bézier Surfaces.
WHISPERS
Bikram Koirala, Behnood Rasti, Zakaria Bnoulkacem, Paul Scheunders
2022 — conf
Blind Nonlinear Unmixing For Intimate Mixtures Using Hapke Model And CNN.
WHISPERS
Behnood Rasti, Bikram Koirala
2022 C conf
Deep Blind Unmixing using Minimum Simplex Convolutional Network.
IGARSS
Behnood Rasti, Bikram Koirala, Paul Scheunders, Jocelyn Chanussot
2022 J jnl
Deep Hyperspectral Unmixing using Transformer Network.
CoRR
Preetam Ghosh, Swalpa Kumar Roy, Bikram Koirala, Behnood Rasti, Paul Scheunders
2022 J jnl
Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing.
CoRR
Alexandre Zouaoui, Gedeon Muhawenayo, Behnood Rasti, Jocelyn Chanussot, Julien Mairal
2022 J jnl
HapkeCNN: Blind Nonlinear Unmixing for Intimate Mixtures Using Hapke Model and Convolutional Neural Network.
IEEE Trans. Geosci. Remote. Sens.
Behnood Rasti, Bikram Koirala, Paul Scheunders
2022 J jnl
HyDe: The First Open-Source, Python-Based, GPU-Accelerated Hyperspectral Denoising Package.
CoRR
Daniel Coquelin, Behnood Rasti, Markus Götz, Pedram Ghamisi, Richard Gloaguen, Achim Streit
2022 — conf
Hyde: The First Open-Source, Python-Based, Gpu-Accelerated Hyperspectral Denoising Package.
WHISPERS
Daniel Coquelin, Behnood Rasti, Markus Götz, Pedram Ghamisi, Richard Gloaguen, Achim Streit
2022 C conf
Hyperspectral Clustering Using Atrous Spatial-Spectral Convolutional Network.
IGARSS
Kasra Rafiezadeh Shahi, Pedram Ghamisi, Behnood Rasti, Paul Scheunders, Richard Gloaguen
2022 — conf
Hyperspectral Unmixing Using Convolutional Autoencoder For Metal Detection In Lithium-Ion Battery Recycling Applications.
WHISPERS
Seema Chouhan, Behnood Rasti, Pedram Ghamisi, Sandra Lorenz, Margret C. Fuchs, Richard Gloaguen
2022 J jnl
Hyperspectral Unmixing Using Transformer Network.
IEEE Trans. Geosci. Remote. Sens.
Preetam Ghosh, Swalpa Kumar Roy, Bikram Koirala, Behnood Rasti, Paul Scheunders
2022 J jnl
MS$^{2}$A-Net: Multiscale Spectral-Spatial Association Network for Hyperspectral Image Clustering.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Kasra Rafiezadeh Shahi, Pedram Ghamisi, Behnood Rasti, Richard Gloaguen, Paul Scheunders
2022 J jnl
MiSiCNet: Minimum Simplex Convolutional Network for Deep Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens.
Behnood Rasti, Bikram Koirala, Paul Scheunders, Jocelyn Chanussot
2022 J jnl
Multimodal Fusion Transformer for Remote Sensing Image Classification.
CoRR
Swalpa Kumar Roy, Ankur Deria, Danfeng Hong, Behnood Rasti, Antonio Plaza, Jocelyn Chanussot
2022 J jnl
OptFus: Optical Sensor Fusion for the Classification of Multisource Data: Application to Mineralogical Mapping.
IEEE Geosci. Remote. Sens. Lett.
Behnood Rasti, Pedram Ghamisi, Richard Gloaguen
2022 J jnl
SUnCNN: Sparse Unmixing Using Unsupervised Convolutional Neural Network.
IEEE Geosci. Remote. Sens. Lett.
Behnood Rasti, Bikram Koirala
2022 C conf
Sparse Unmixing using Deep Convolutional Networks.
IGARSS
Behnood Rasti, Bikram Koirala, Paul Scheunders
2022 J jnl
UnDIP: Hyperspectral Unmixing Using Deep Image Prior.
IEEE Trans. Geosci. Remote. Sens.
Behnood Rasti, Bikram Koirala, Paul Scheunders, Pedram Ghamisi
2022 J jnl
Unsupervised Data Fusion With Deeper Perspective: A Novel Multisensor Deep Clustering Algorithm.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Kasra Rafiezadeh Shahi, Pedram Ghamisi, Behnood Rasti, Paul Scheunders, Richard Gloaguen
2022 C conf
Unsupervised Deep Hyperspectral Inpainting Using a New Mixing Model.
IGARSS
Behnood Rasti, Pedram Ghamisi, Richard Gloaguen
2021 — conf
A Multi-Sensor Subspace-Based Clustering Algorithm Using RGB and Hyperspectral Data.
WHISPERS
Kasra Rafiezadeh Shahi, Pedram Ghamisi, Robert Jackisch, Behnood Rasti, Paul Scheunders, Richard Gloaguen
2021 C conf
Boosting Hyperspectral Image Unmixing Using Denoising: Four Scenarios.
IGARSS
Behnood Rasti, Bikram Koirala, Paul Scheunders, Pedram Ghamisi, Richard Gloaguen
2021 J jnl
EMFNet: Enhanced Multisource Fusion Network for Land Cover Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Chengxiang Li, Renlong Hang, Behnood Rasti
2021 J jnl
Fusion of Dual Spatial Information for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens.
Puhong Duan, Pedram Ghamisi, Xudong Kang, Behnood Rasti, Shutao Li, Richard Gloaguen
2021 — conf
Hyperspectral Denoising: From Conventional Techniques Towards Deep Learning Ones.
CIKM Workshops
Behnood Rasti, Pedram Ghamisi
2021 C conf
Spectral Unmixing Using Deep Convolutional Encoder-Decoder.
IGARSS
Behnood Rasti, Bikram Koirala, Paul Scheunders, Pedram Ghamisi
2021 J jnl
The Potential of Machine Learning for a More Responsible Sourcing of Critical Raw Materials.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Pedram Ghamisi, Kasra Rafiezadeh Shahi, Puhong Duan, Behnood Rasti, Sandra Lorenz, René Booysen, Samuel T. Thiele, Isabel Cecilia Contreras Acosta, Moritz Kirsch, Richard Gloaguen
2021 C conf
When is the Right Time to Apply Denoising?
IGARSS
Kasra Rafiezadeh Shahi, Behnood Rasti, Pedram Ghamisi, Paul Scheunders, Richard Gloaguen
2020 J jnl
A Multi-Sensor Fusion Framework Based on Coupled Residual Convolutional Neural Networks.
Remote. Sens.
Hao Li, Pedram Ghamisi, Behnood Rasti, Zhaoyan Wu, Aurélie Shapiro, Michael Schultz, Alexander Zipf
2020 J jnl
Data Fusion Using a Multi-Sensor Sparse-Based Clustering Algorithm.
Remote. Sens.
Kasra Rafiezadeh Shahi, Pedram Ghamisi, Behnood Rasti, Robert Jackisch, Paul Scheunders, Richard Gloaguen
2020 J jnl
Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep.
CoRR
Behnood Rasti, Danfeng Hong, Renlong Hang, Pedram Ghamisi, Xudong Kang, Jocelyn Chanussot, Jón Atli Benediktsson
2020 J jnl
Fusion of Dual Spatial Information for Hyperspectral Image Classification.
CoRR
Puhong Duan, Pedram Ghamisi, Xudong Kang, Behnood Rasti, Shutao Li, Richard Gloaguen
2020 C conf
Fusion of Multispectral LiDAR and Hyperspectral Imagery.
IGARSS
Behnood Rasti, Pedram Ghamisi, Richard Gloaguen
2020 J jnl
How Hyperspectral Image Unmixing and Denoising Can Boost Each Other.
Remote. Sens.
Behnood Rasti, Bikram Koirala, Paul Scheunders, Pedram Ghamisi
2020 J jnl
Hyperspectral Mixed Gaussian and Sparse Noise Reduction.
IEEE Geosci. Remote. Sens. Lett.
Behnood Rasti, Pedram Ghamisi, Jón Atli Benediktsson
2020 J jnl
Multiple Optical Sensor Fusion for Mineral Mapping of Core Samples.
Sensors
Behnood Rasti, Pedram Ghamisi, Peter Seidel, Sandra Lorenz, Richard Gloaguen
2020 C conf
Remote Sensing and Deep Learning for Sustainable Mining.
IGARSS
Pedram Ghamisi, Hao Li, Robert Jackisch, Behnood Rasti, Richard Gloaguen
2020 J jnl
Remote sensing image classification using subspace sensor fusion.
Inf. Fusion
Behnood Rasti, Pedram Ghamisi
2020 C conf
Towards 4D Virtual Outcrops with Hyperspectral Imaging.
IGARSS
Richard Gloaguen, Moritz Kirsch, Sandra Lorenz, René Booysen, Robert Zimmermann, Pedram Ghamisi, Behnood Rasti
2019 C conf
A Novel Composite Kernel Approach for Multisensor Remote Sensing Data Fusion.
IGARSS
Pedram Ghamisi, Behnood Rasti, Richard Gloaguen
2019 J jnl
Hyperspectral Feature Extraction Using Sparse and Smooth Low-Rank Analysis.
Remote. Sens.
Behnood Rasti, Pedram Ghamisi, Magnus O. Ulfarsson
2019 — conf
Mixed Noise Reduction in Hyperspectral Imagery.
WHISPERS
Behnood Rasti, Pedram Ghamisi, Jocelyn Chanussot
2019 J jnl
Multisensor Composite Kernels Based on Extreme Learning Machines.
IEEE Geosci. Remote. Sens. Lett.
Pedram Ghamisi, Behnood Rasti, Jón Atli Benediktsson
2019 C conf
Multisensor Feature Fusion Using Low-Rank Modeling and Component Analysis.
IGARSS
Behnood Rasti, Pedram Ghamisi, Richard Gloaguen
2018 — conf
Label Noise Robust Classification Of Hyperspectral Data.
WHISPERS
Alina E. Maas, Behnood Rasti, Magnus O. Ulfarsson
2018 J jnl
Multisource and Multitemporal Data Fusion in Remote Sensing.
CoRR
Pedram Ghamisi, Behnood Rasti, Naoto Yokoya, Qunming Wang, Bernhard Höfle, Lorenzo Bruzzone, Francesca Bovolo, Mingmin Chi, Katharina Anders, Richard Gloaguen, Peter M. Atkinson, Jón Atli Benediktsson
2018 J jnl
Noise Reduction in Hyperspectral Imagery: Overview and Application.
Remote. Sens.
Behnood Rasti, Paul Scheunders, Pedram Ghamisi, Giorgio Licciardi, Jocelyn Chanussot
2018 C conf
Sparse and Smooth Feature Extraction for Hyperspectral Imagery.
IGARSS
Behnood Rasti, Magnus O. Ulfarsson, Pedram Ghamisi
2017 J jnl
Automatic Hyperspectral Image Restoration Using Sparse and Low-Rank Modeling.
IEEE Geosci. Remote. Sens. Lett.
Behnood Rasti, Magnus Orn Ulfarsson, Pedram Ghamisi
2017 C conf
Feature fusion of hyperspectral and lidar data using extinction profiles and total variation.
IGARSS
Pedram Ghamisi, Behnood Rasti, Xiao Xiang Zhu
2017 J jnl
Fusion of Hyperspectral and LiDAR Data Using Sparse and Low-Rank Component Analysis.
IEEE Trans. Geosci. Remote. Sens.
Behnood Rasti, Pedram Ghamisi, Javier Plaza, Antonio Plaza
2017 J jnl
Hyperspectral and LiDAR Fusion Using Extinction Profiles and Total Variation Component Analysis.
IEEE Trans. Geosci. Remote. Sens.
Behnood Rasti, Pedram Ghamisi, Richard Gloaguen
2016 J jnl
Hyperspectral Feature Extraction Using Total Variation Component Analysis.
IEEE Trans. Geosci. Remote. Sens.
Behnood Rasti, Magnus Orn Ulfarsson, Johannes R. Sveinsson
2016 J jnl
Hyperspectral Subspace Identification Using SURE.
CoRR
Behnood Rasti, Magnus O. Ulfarsson, Johannes R. Sveinsson
2015 J jnl
Hyperspectral Subspace Identification Using SURE.
IEEE Geosci. Remote. Sens. Lett.
Behnood Rasti, Magnus O. Ulfarsson, Johannes R. Sveinsson
2014 J jnl
Hyperspectral Image Denoising Using First Order Spectral Roughness Penalty in Wavelet Domain.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Behnood Rasti, Johannes R. Sveinsson, Magnus Orn Ulfarsson, Jón Atli Benediktsson
2014 C conf
Sure based model selection for hyperspectral imaging.
IGARSS
Behnood Rasti, Magnus O. Ulfarsson, Johannes R. Sveinsson
2014 C conf
Total variation based hyperspectral feature extraction.
IGARSS
Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson
2014 J jnl
Wavelet-Based Sparse Reduced-Rank Regression for Hyperspectral Image Restoration.
IEEE Trans. Geosci. Remote. Sens.
Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson
2013 — conf
First order roughness penalty for hyperspectral image denoising.
WHISPERS
Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jakob Sigurdsson
2013 C conf
Hyperspectral image denoising using a new linear model and Sparse Regularization.
IGARSS
Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jón Atli Benediktsson
2013 — conf
Wavelet based sparse Principal Component Analysis for hyperspectral denoising.
WHISPERS
Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jakob Sigurdsson
2012 C conf
Hyperspectral image denoising using 3D wavelets.
IGARSS
Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jón Atli Benediktsson