Behnood Rasti

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 75

Top Topics

Convolutional Network

Spectral Imagery

Top Venues

IEEE Trans. Geosci. Remote. Sens.

Publications

Chunchao Li, Behnood Rasti, Xuebin Tang, Puhong Duan, Jun Li, Yuanxi Peng
Channel-Layer-Oriented Lightweight Spectral-Spatial Network for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 62 (2024)
Bikram Koirala, Behnood Rasti, Paul Scheunders
A Supervised Approach for Estimating Fractional Abundances of Binary Intimate Mixtures. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17 (2024)
Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot
Fast Semi-supervised Unmixing using Non-convex Optimization. CoRR (2024)
Elias Arbash, Margret C. Fuchs, Behnood Rasti, Sandra Lorenz, Pedram Ghamisi, Richard Gloaguen
PCB-Vision: A Multiscene RGB-Hyperspectral Benchmark Dataset of Printed Circuit Boards. CoRR (2024)
Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot
Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package. IEEE Trans. Geosci. Remote. Sens. 62 (2024)
Bikram Koirala, Behnood Rasti, Zakaria Bnoulkacem, Paul Scheunders
Nonlinear Spectral Unmixing Using Bézier Surfaces. IEEE Trans. Geosci. Remote. Sens. 62 (2024)
Bikram Koirala, Samiran Das, Behnood Rasti, Pedram Ghamisi, Richard Gloaguen, Paul Scheunders
Acritical Comparison of Linear and Nonlinear Unmixing for Intimate Mixtures. WHISPERS (2023)
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
A Multisensor Hyperspectral Benchmark Dataset For Unmixing of Intimate Mixtures. CoRR (2023)
Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot
Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package. CoRR (2023)
Md Omar Faruk, Behnood Rasti, Margret C. Fuchs, Richard Gloaguen, Pedram Ghamisi
Deep Learning-Based Architectures For Multimodal Instance Segmentation. WHISPERS (2023)
Elias Arbash, Andréa de Lima Ribeiro, Samuel T. Thiele, Nina Gnann, Behnood Rasti, Margret C. Fuchs, Pedram Ghamisi, Richard Gloaguen
Masking Hyperspectral Imaging Data with Pretrained Models. CoRR (2023)
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
An Extensive Multisensor Hyperspectral Benchmark Datasets of Intimate Mixtures of Mineral Powders. IGARSS (2023)
Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot
SUnAA: Sparse Unmixing using Archetypal Analysis. CoRR (2023)
Alexandre Zouaoui, Gedeon Muhawenayo, Behnood Rasti, Jocelyn Chanussot, Julien Mairal
Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing. IEEE Trans. Image Process. 32 (2023)
Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot
SUnAA: Sparse Unmixing Using Archetypal Analysis. IEEE Geosci. Remote. Sens. Lett. 20 (2023)
Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot
Hysupp: An Open-Source Hyperspectral Unmixing Python Package. IGARSS (2023)
Swalpa Kumar Roy, Ankur Deria, Danfeng Hong, Behnood Rasti, Antonio Plaza, Jocelyn Chanussot
Multimodal Fusion Transformer for Remote Sensing Image Classification. IEEE Trans. Geosci. Remote. Sens. 61 (2023)
Behnood Rasti, Aayush Jain, Margret C. Fuchs, Pedram Ghamisi, Richard Gloaguen
Hyperspectral Domain Adaptation for the Detection of Material Types in Recycling Streams at the Example of Electrolyzers. IGARSS (2023)
Elias Arbash, Andréa de Lima Ribeiro, Samuel T. Thiele, Nina Gnann, Behnood Rasti, Margret Fuchs, Pedram Ghamisi, Richard Gloaguen
Masking Hyperspectral Imaging Data with Pretrained Models. WHISPERS (2023)
Bikram Koirala, Behnood Rasti, Zakaria Bnoulkacem, Paul Scheunders
Unmixing Intimate Mixtures Using Bézier Surfaces. WHISPERS (2023)
Behnood Rasti
FaSUn: Fast Semi-Supervised Unmixing Using Alternating Direction Method of Multipliers. WHISPERS (2023)
Yaoming Cai, Zijia Zhang, Pedram Ghamisi, Behnood Rasti, Xiaobo Liu, Zhihua Cai
Transformer-based contrastive prototypical clustering for multimodal remote sensing data. Inf. Sci. 649 (2023)
Seema Chouhan, Behnood Rasti, Pedram Ghamisi, Sandra Lorenz, Margret C. Fuchs, Richard Gloaguen
Hyperspectral Unmixing Using Convolutional Autoencoder For Metal Detection In Lithium-Ion Battery Recycling Applications. WHISPERS (2022)
Swalpa Kumar Roy, Ankur Deria, Danfeng Hong, Behnood Rasti, Antonio Plaza, Jocelyn Chanussot
Multimodal Fusion Transformer for Remote Sensing Image Classification. CoRR (2022)
Behnood Rasti, Pedram Ghamisi, Richard Gloaguen
Unsupervised Deep Hyperspectral Inpainting Using a New Mixing Model. IGARSS (2022)
Behnood Rasti, Bikram Koirala, Paul Scheunders, Jocelyn Chanussot
MiSiCNet: Minimum Simplex Convolutional Network for Deep Hyperspectral Unmixing. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Behnood Rasti, Bikram Koirala, Paul Scheunders, Pedram Ghamisi
UnDIP: Hyperspectral Unmixing Using Deep Image Prior. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Alexandre Zouaoui, Gedeon Muhawenayo, Behnood Rasti, Jocelyn Chanussot, Julien Mairal
Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing. CoRR (2022)
Behnood Rasti, Bikram Koirala
Blind Nonlinear Unmixing For Intimate Mixtures Using Hapke Model And CNN. WHISPERS (2022)
Kasra Rafiezadeh Shahi, Pedram Ghamisi, Behnood Rasti, Paul Scheunders, Richard Gloaguen
Hyperspectral Clustering Using Atrous Spatial-Spectral Convolutional Network. IGARSS (2022)
Kasra Rafiezadeh Shahi, Pedram Ghamisi, Behnood Rasti, Paul Scheunders, Richard Gloaguen
Unsupervised Data Fusion With Deeper Perspective: A Novel Multisensor Deep Clustering Algorithm. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15 (2022)
Daniel Coquelin, Behnood Rasti, Markus Götz, Pedram Ghamisi, Richard Gloaguen, Achim Streit
HyDe: The First Open-Source, Python-Based, GPU-Accelerated Hyperspectral Denoising Package. CoRR (2022)
Behnood Rasti, Bikram Koirala, Paul Scheunders
HapkeCNN: Blind Nonlinear Unmixing for Intimate Mixtures Using Hapke Model and Convolutional Neural Network. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Behnood Rasti, Bikram Koirala, Paul Scheunders
Sparse Unmixing using Deep Convolutional Networks. IGARSS (2022)
Daniel Coquelin, Behnood Rasti, Markus Götz, Pedram Ghamisi, Richard Gloaguen, Achim Streit
Hyde: The First Open-Source, Python-Based, Gpu-Accelerated Hyperspectral Denoising Package. WHISPERS (2022)
Kasra Rafiezadeh Shahi, Pedram Ghamisi, Behnood Rasti, Richard Gloaguen, Paul Scheunders
MS$^{2}$A-Net: Multiscale Spectral-Spatial Association Network for Hyperspectral Image Clustering. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15 (2022)
Preetam Ghosh, Swalpa Kumar Roy, Bikram Koirala, Behnood Rasti, Paul Scheunders
Hyperspectral Unmixing Using Transformer Network. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Preetam Ghosh, Swalpa Kumar Roy, Bikram Koirala, Behnood Rasti, Paul Scheunders
Deep Hyperspectral Unmixing using Transformer Network. CoRR (2022)
Behnood Rasti, Bikram Koirala, Paul Scheunders, Jocelyn Chanussot
Deep Blind Unmixing using Minimum Simplex Convolutional Network. IGARSS (2022)
Behnood Rasti, Bikram Koirala
SUnCNN: Sparse Unmixing Using Unsupervised Convolutional Neural Network. IEEE Geosci. Remote. Sens. Lett. 19 (2022)
Behnood Rasti, Pedram Ghamisi, Richard Gloaguen
OptFus: Optical Sensor Fusion for the Classification of Multisource Data: Application to Mineralogical Mapping. IEEE Geosci. Remote. Sens. Lett. 19 (2022)
Behnood Rasti, Bikram Koirala, Paul Scheunders, Pedram Ghamisi, Richard Gloaguen
Boosting Hyperspectral Image Unmixing Using Denoising: Four Scenarios. IGARSS (2021)
Behnood Rasti, Pedram Ghamisi
Hyperspectral Denoising: From Conventional Techniques Towards Deep Learning Ones. CIKM Workshops (2021)
Kasra Rafiezadeh Shahi, Pedram Ghamisi, Robert Jackisch, Behnood Rasti, Paul Scheunders, Richard Gloaguen
A Multi-Sensor Subspace-Based Clustering Algorithm Using RGB and Hyperspectral Data. WHISPERS (2021)
Puhong Duan, Pedram Ghamisi, Xudong Kang, Behnood Rasti, Shutao Li, Richard Gloaguen
Fusion of Dual Spatial Information for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 59 (9) (2021)
Chengxiang Li, Renlong Hang, Behnood Rasti
EMFNet: Enhanced Multisource Fusion Network for Land Cover Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 14 (2021)
Pedram Ghamisi, Kasra Rafiezadeh Shahi, Puhong Duan, Behnood Rasti, Sandra Lorenz, René Booysen, Samuel T. Thiele, Isabel Cecilia Contreras Acosta, Moritz Kirsch, Richard Gloaguen
The Potential of Machine Learning for a More Responsible Sourcing of Critical Raw Materials. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 14 (2021)
Behnood Rasti, Bikram Koirala, Paul Scheunders, Pedram Ghamisi
Spectral Unmixing Using Deep Convolutional Encoder-Decoder. IGARSS (2021)
Kasra Rafiezadeh Shahi, Behnood Rasti, Pedram Ghamisi, Paul Scheunders, Richard Gloaguen
When is the Right Time to Apply Denoising? IGARSS (2021)
Behnood Rasti, Pedram Ghamisi, Jón Atli Benediktsson
Hyperspectral Mixed Gaussian and Sparse Noise Reduction. IEEE Geosci. Remote. Sens. Lett. 17 (3) (2020)
Hao Li, Pedram Ghamisi, Behnood Rasti, Zhaoyan Wu, Aurélie Shapiro, Michael Schultz, Alexander Zipf
A Multi-Sensor Fusion Framework Based on Coupled Residual Convolutional Neural Networks. Remote. Sens. 12 (12) (2020)
Behnood Rasti, Pedram Ghamisi, Richard Gloaguen
Fusion of Multispectral LiDAR and Hyperspectral Imagery. IGARSS (2020)
Richard Gloaguen, Moritz Kirsch, Sandra Lorenz, René Booysen, Robert Zimmermann, Pedram Ghamisi, Behnood Rasti
Towards 4D Virtual Outcrops with Hyperspectral Imaging. IGARSS (2020)
Kasra Rafiezadeh Shahi, Pedram Ghamisi, Behnood Rasti, Robert Jackisch, Paul Scheunders, Richard Gloaguen
Data Fusion Using a Multi-Sensor Sparse-Based Clustering Algorithm. Remote. Sens. 12 (23) (2020)
Behnood Rasti, Bikram Koirala, Paul Scheunders, Pedram Ghamisi
How Hyperspectral Image Unmixing and Denoising Can Boost Each Other. Remote. Sens. 12 (11) (2020)
Behnood Rasti, Pedram Ghamisi, Peter Seidel, Sandra Lorenz, Richard Gloaguen
Multiple Optical Sensor Fusion for Mineral Mapping of Core Samples. Sensors 20 (13) (2020)
Pedram Ghamisi, Hao Li, Robert Jackisch, Behnood Rasti, Richard Gloaguen
Remote Sensing and Deep Learning for Sustainable Mining. IGARSS (2020)
Puhong Duan, Pedram Ghamisi, Xudong Kang, Behnood Rasti, Shutao Li, Richard Gloaguen
Fusion of Dual Spatial Information for Hyperspectral Image Classification. CoRR (2020)
Behnood Rasti, Pedram Ghamisi
Remote sensing image classification using subspace sensor fusion. Inf. Fusion 64 (2020)
Behnood Rasti, Danfeng Hong, Renlong Hang, Pedram Ghamisi, Xudong Kang, Jocelyn Chanussot, Jón Atli Benediktsson
Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep. CoRR (2020)
Pedram Ghamisi, Behnood Rasti, Jón Atli Benediktsson
Multisensor Composite Kernels Based on Extreme Learning Machines. IEEE Geosci. Remote. Sens. Lett. 16 (2) (2019)
Pedram Ghamisi, Behnood Rasti, Richard Gloaguen
A Novel Composite Kernel Approach for Multisensor Remote Sensing Data Fusion. IGARSS (2019)
Behnood Rasti, Pedram Ghamisi, Richard Gloaguen
Multisensor Feature Fusion Using Low-Rank Modeling and Component Analysis. IGARSS (2019)
Behnood Rasti, Pedram Ghamisi, Jocelyn Chanussot
Mixed Noise Reduction in Hyperspectral Imagery. WHISPERS (2019)
Behnood Rasti, Pedram Ghamisi, Magnus O. Ulfarsson
Hyperspectral Feature Extraction Using Sparse and Smooth Low-Rank Analysis. Remote. Sens. 11 (2) (2019)
Alina E. Maas, Behnood Rasti, Magnus O. Ulfarsson
Label Noise Robust Classification Of Hyperspectral Data. WHISPERS (2018)
Behnood Rasti, Paul Scheunders, Pedram Ghamisi, Giorgio Licciardi, Jocelyn Chanussot
Noise Reduction in Hyperspectral Imagery: Overview and Application. Remote. Sens. 10 (3) (2018)
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
Multisource and Multitemporal Data Fusion in Remote Sensing. CoRR (2018)
Behnood Rasti, Magnus O. Ulfarsson, Pedram Ghamisi
Sparse and Smooth Feature Extraction for Hyperspectral Imagery. IGARSS (2018)
Behnood Rasti, Pedram Ghamisi, Richard Gloaguen
Hyperspectral and LiDAR Fusion Using Extinction Profiles and Total Variation Component Analysis. IEEE Trans. Geosci. Remote. Sens. 55 (7) (2017)
Behnood Rasti, Pedram Ghamisi, Javier Plaza, Antonio Plaza
Fusion of Hyperspectral and LiDAR Data Using Sparse and Low-Rank Component Analysis. IEEE Trans. Geosci. Remote. Sens. 55 (11) (2017)
Pedram Ghamisi, Behnood Rasti, Xiao Xiang Zhu
Feature fusion of hyperspectral and lidar data using extinction profiles and total variation. IGARSS (2017)
Behnood Rasti, Magnus Orn Ulfarsson, Pedram Ghamisi
Automatic Hyperspectral Image Restoration Using Sparse and Low-Rank Modeling. IEEE Geosci. Remote. Sens. Lett. 14 (12) (2017)
Behnood Rasti, Magnus Orn Ulfarsson, Johannes R. Sveinsson
Hyperspectral Feature Extraction Using Total Variation Component Analysis. IEEE Trans. Geosci. Remote. Sens. 54 (12) (2016)
Behnood Rasti, Magnus O. Ulfarsson, Johannes R. Sveinsson
Hyperspectral Subspace Identification Using SURE. CoRR (2016)
Behnood Rasti, Magnus O. Ulfarsson, Johannes R. Sveinsson
Hyperspectral Subspace Identification Using SURE. IEEE Geosci. Remote. Sens. Lett. 12 (12) (2015)
Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson
Wavelet-Based Sparse Reduced-Rank Regression for Hyperspectral Image Restoration. IEEE Trans. Geosci. Remote. Sens. 52 (10) (2014)
Behnood Rasti, Magnus O. Ulfarsson, Johannes R. Sveinsson
Sure based model selection for hyperspectral imaging. IGARSS (2014)
Behnood Rasti, Johannes R. Sveinsson, Magnus Orn Ulfarsson, Jón Atli Benediktsson
Hyperspectral Image Denoising Using First Order Spectral Roughness Penalty in Wavelet Domain. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 7 (6) (2014)
Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson
Total variation based hyperspectral feature extraction. IGARSS (2014)
Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jón Atli Benediktsson
Hyperspectral image denoising using a new linear model and Sparse Regularization. IGARSS (2013)
Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jakob Sigurdsson
Wavelet based sparse Principal Component Analysis for hyperspectral denoising. WHISPERS (2013)
Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jakob Sigurdsson
First order roughness penalty for hyperspectral image denoising. WHISPERS (2013)
Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jón Atli Benediktsson
Hyperspectral image denoising using 3D wavelets. IGARSS (2012)