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2020 – today
- 2024
[j36]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: 8956-8966 (2024)- [j35]Bikram Koirala, Behnood Rasti, Zakaria Bnoulkacem, Paul Scheunders:
Nonlinear Spectral Unmixing Using Bézier Surfaces. IEEE Trans. Geosci. Remote. Sens. 62: 1-16 (2024) - [j34]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: 1-14 (2024) - [j33]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: 1-31 (2024) - [j32]Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot:
Fast Semisupervised Unmixing Using Nonconvex Optimization. IEEE Trans. Geosci. Remote. Sens. 62: 1-13 (2024) - [i15]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 abs/2401.06528 (2024) - [i14]Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot:
Fast Semi-supervised Unmixing using Non-convex Optimization. CoRR abs/2401.12609 (2024) - [i13]Martin Hermann Paul Fuchs, Behnood Rasti, Begüm Demir:
HyCoT: Hyperspectral Compression Transformer with an Efficient Training Strategy. CoRR abs/2408.08700 (2024) - 2023
- [j31]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: 119655 (2023) - [j30]Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot:
SUnAA: Sparse Unmixing Using Archetypal Analysis. IEEE Geosci. Remote. Sens. Lett. 20: 1-5 (2023) - [j29]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: 1-20 (2023) - [j28]Alexandre Zouaoui, Gedeon Muhawenayo, Behnood Rasti, Jocelyn Chanussot, Julien Mairal:
Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing. IEEE Trans. Image Process. 32: 4649-4663 (2023) - [c35]Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot:
Hysupp: An Open-Source Hyperspectral Unmixing Python Package. IGARSS 2023: 1134-1137 - [c34]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: 5890-5893 - [c33]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: 7618-7620 - [c32]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: 1-5 - [c31]Md Omar Faruk, Behnood Rasti, Margret C. Fuchs, Richard Gloaguen, Pedram Ghamisi:
Deep Learning-Based Architectures For Multimodal Instance Segmentation. WHISPERS 2023: 1-5 - [c30]Bikram Koirala, Samiran Das, Behnood Rasti, Pedram Ghamisi, Richard Gloaguen, Paul Scheunders:
Acritical Comparison of Linear and Nonlinear Unmixing for Intimate Mixtures. WHISPERS 2023: 1-5 - [c29]Bikram Koirala, Behnood Rasti, Zakaria Bnoulkacem, Paul Scheunders:
Unmixing Intimate Mixtures Using Bézier Surfaces. WHISPERS 2023: 1-5 - [c28]Behnood Rasti:
FaSUn: Fast Semi-Supervised Unmixing Using Alternating Direction Method of Multipliers. WHISPERS 2023: 1-5 - [d1]David Alejandro Jimenez Sierra, Hernán Darío Benítez-Restrepo, Juan Felipe Florez-Ospina, Behnood Rasti, Jocelyn Chanussot:
Heterogeneous/Homogeneous Change Detection dataset. Zenodo, 2023
- [i12]Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot:
SUnAA: Sparse Unmixing using Archetypal Analysis. CoRR abs/2308.04771 (2023) - [i11]Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot:
Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package. CoRR abs/2308.09375 (2023) - [i10]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 abs/2309.03216 (2023) - [i9]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 abs/2311.03053 (2023) - 2022
- [j27]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: 1-5 (2022) - [j26]Behnood Rasti, Bikram Koirala:
SUnCNN: Sparse Unmixing Using Unsupervised Convolutional Neural Network. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j25]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: 284-296 (2022) - [j24]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: 6518-6530 (2022) - [j23]Preetam Ghosh, Swalpa Kumar Roy, Bikram Koirala, Behnood Rasti, Paul Scheunders:
Hyperspectral Unmixing Using Transformer Network. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022) - [j22]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: 1-15 (2022) - [j21]Behnood Rasti, Bikram Koirala, Paul Scheunders, Jocelyn Chanussot:
MiSiCNet: Minimum Simplex Convolutional Network for Deep Hyperspectral Unmixing. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [j20]Behnood Rasti, Bikram Koirala, Paul Scheunders, Pedram Ghamisi:
UnDIP: Hyperspectral Unmixing Using Deep Image Prior. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [c27]Behnood Rasti, Bikram Koirala, Paul Scheunders:
Sparse Unmixing using Deep Convolutional Networks. IGARSS 2022: 24-27 - [c26]Behnood Rasti, Bikram Koirala, Paul Scheunders, Jocelyn Chanussot:
Deep Blind Unmixing using Minimum Simplex Convolutional Network. IGARSS 2022: 28-31 - [c25]Kasra Rafiezadeh Shahi, Pedram Ghamisi, Behnood Rasti, Paul Scheunders, Richard Gloaguen:
Hyperspectral Clustering Using Atrous Spatial-Spectral Convolutional Network. IGARSS 2022: 199-202 - [c24]Behnood Rasti, Pedram Ghamisi, Richard Gloaguen:
Unsupervised Deep Hyperspectral Inpainting Using a New Mixing Model. IGARSS 2022: 1221-1224 - [c23]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: 1-5 - [c22]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: 1-5 - [c21]Behnood Rasti, Bikram Koirala:
Blind Nonlinear Unmixing For Intimate Mixtures Using Hapke Model And CNN. WHISPERS 2022: 1-5 - [i8]Swalpa Kumar Roy, Ankur Deria, Danfeng Hong, Behnood Rasti, Antonio Plaza, Jocelyn Chanussot:
Multimodal Fusion Transformer for Remote Sensing Image Classification. CoRR abs/2203.16952 (2022) - [i7]Preetam Ghosh, Swalpa Kumar Roy, Bikram Koirala, Behnood Rasti, Paul Scheunders:
Deep Hyperspectral Unmixing using Transformer Network. CoRR abs/2203.17076 (2022) - [i6]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 abs/2204.06979 (2022) - [i5]Alexandre Zouaoui, Gedeon Muhawenayo, Behnood Rasti, Jocelyn Chanussot, Julien Mairal:
Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing. CoRR abs/2209.11002 (2022) - 2021
- [j19]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: 4381-4389 (2021) - [j18]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: 8971-8988 (2021) - [j17]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): 7726-7738 (2021) - [c20]Behnood Rasti, Pedram Ghamisi:
Hyperspectral Denoising: From Conventional Techniques Towards Deep Learning Ones. CIKM Workshops 2021 - [c19]Kasra Rafiezadeh Shahi, Behnood Rasti, Pedram Ghamisi, Paul Scheunders, Richard Gloaguen:
When is the Right Time to Apply Denoising? IGARSS 2021: 2464-2467 - [c18]Behnood Rasti, Bikram Koirala, Paul Scheunders, Pedram Ghamisi, Richard Gloaguen:
Boosting Hyperspectral Image Unmixing Using Denoising: Four Scenarios. IGARSS 2021: 3821-3824 - [c17]Behnood Rasti, Bikram Koirala, Paul Scheunders, Pedram Ghamisi:
Spectral Unmixing Using Deep Convolutional Encoder-Decoder. IGARSS 2021: 3829-3832 - [c16]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: 1-5 - 2020
- [j16]Behnood Rasti, Pedram Ghamisi:
Remote sensing image classification using subspace sensor fusion. Inf. Fusion 64: 121-130 (2020) - [j15]Behnood Rasti, Pedram Ghamisi, Jón Atli Benediktsson:
Hyperspectral Mixed Gaussian and Sparse Noise Reduction. IEEE Geosci. Remote. Sens. Lett. 17(3): 474-478 (2020) - [j14]Behnood Rasti, Bikram Koirala, Paul Scheunders, Pedram Ghamisi:
How Hyperspectral Image Unmixing and Denoising Can Boost Each Other. Remote. Sens. 12(11): 1728 (2020) - [j13]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): 2067 (2020) - [j12]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): 4007 (2020) - [j11]Behnood Rasti, Pedram Ghamisi, Peter Seidel, Sandra Lorenz, Richard Gloaguen:
Multiple Optical Sensor Fusion for Mineral Mapping of Core Samples. Sensors 20(13): 3766 (2020) - [c15]Behnood Rasti, Pedram Ghamisi, Richard Gloaguen:
Fusion of Multispectral LiDAR and Hyperspectral Imagery. IGARSS 2020: 2659-2662 - [c14]Pedram Ghamisi, Hao Li, Robert Jackisch, Behnood Rasti, Richard Gloaguen:
Remote Sensing and Deep Learning for Sustainable Mining. IGARSS 2020: 3739-3742 - [c13]Richard Gloaguen, Moritz Kirsch, Sandra Lorenz, René Booysen, Robert Zimmermann, Pedram Ghamisi, Behnood Rasti:
Towards 4D Virtual Outcrops with Hyperspectral Imaging. IGARSS 2020: 4035-4036 - [i4]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 abs/2003.02822 (2020) - [i3]Puhong Duan, Pedram Ghamisi, Xudong Kang, Behnood Rasti, Shutao Li, Richard Gloaguen:
Fusion of Dual Spatial Information for Hyperspectral Image Classification. CoRR abs/2010.12337 (2020)
2010 – 2019
- 2019
- [j10]Pedram Ghamisi, Behnood Rasti, Jón Atli Benediktsson:
Multisensor Composite Kernels Based on Extreme Learning Machines. IEEE Geosci. Remote. Sens. Lett. 16(2): 196-200 (2019) - [j9]Behnood Rasti, Pedram Ghamisi, Magnus O. Ulfarsson:
Hyperspectral Feature Extraction Using Sparse and Smooth Low-Rank Analysis. Remote. Sens. 11(2): 121 (2019) - [c12]Pedram Ghamisi, Behnood Rasti, Richard Gloaguen:
A Novel Composite Kernel Approach for Multisensor Remote Sensing Data Fusion. IGARSS 2019: 2507-2510 - [c11]Behnood Rasti, Pedram Ghamisi, Richard Gloaguen:
Multisensor Feature Fusion Using Low-Rank Modeling and Component Analysis. IGARSS 2019: 4811-4814 - [c10]Behnood Rasti, Pedram Ghamisi, Jocelyn Chanussot:
Mixed Noise Reduction in Hyperspectral Imagery. WHISPERS 2019: 1-4 - 2018
- [j8]Behnood Rasti, Paul Scheunders, Pedram Ghamisi, Giorgio Licciardi, Jocelyn Chanussot:
Noise Reduction in Hyperspectral Imagery: Overview and Application. Remote. Sens. 10(3): 482 (2018) - [c9]Behnood Rasti, Magnus O. Ulfarsson, Pedram Ghamisi:
Sparse and Smooth Feature Extraction for Hyperspectral Imagery. IGARSS 2018: 4760-4763 - [c8]Alina E. Maas, Behnood Rasti, Magnus O. Ulfarsson:
Label Noise Robust Classification Of Hyperspectral Data. WHISPERS 2018: 1-5 - [i2]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 abs/1812.08287 (2018) - 2017
- [j7]Behnood Rasti, Magnus Orn Ulfarsson, Pedram Ghamisi:
Automatic Hyperspectral Image Restoration Using Sparse and Low-Rank Modeling. IEEE Geosci. Remote. Sens. Lett. 14(12): 2335-2339 (2017) - [j6]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): 3997-4007 (2017) - [j5]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): 6354-6365 (2017) - [c7]Pedram Ghamisi, Behnood Rasti, Xiao Xiang Zhu:
Feature fusion of hyperspectral and lidar data using extinction profiles and total variation. IGARSS 2017: 2621-2624 - 2016
- [j4]Behnood Rasti, Magnus Orn Ulfarsson, Johannes R. Sveinsson:
Hyperspectral Feature Extraction Using Total Variation Component Analysis. IEEE Trans. Geosci. Remote. Sens. 54(12): 6976-6985 (2016) - [i1]Behnood Rasti, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Hyperspectral Subspace Identification Using SURE. CoRR abs/1606.00219 (2016) - 2015
- [j3]Behnood Rasti, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Hyperspectral Subspace Identification Using SURE. IEEE Geosci. Remote. Sens. Lett. 12(12): 2481-2485 (2015) - 2014
- [j2]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): 2458-2467 (2014) - [j1]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): 6688-6698 (2014) - [c6]Behnood Rasti, Magnus O. Ulfarsson, Johannes R. Sveinsson:
Sure based model selection for hyperspectral imaging. IGARSS 2014: 4636-4639 - [c5]Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson:
Total variation based hyperspectral feature extraction. IGARSS 2014: 4644-4647 - 2013
- [c4]Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jón Atli Benediktsson:
Hyperspectral image denoising using a new linear model and Sparse Regularization. IGARSS 2013: 457-460 - [c3]Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jakob Sigurdsson:
First order roughness penalty for hyperspectral image denoising. WHISPERS 2013: 1-4 - [c2]Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jakob Sigurdsson:
Wavelet based sparse Principal Component Analysis for hyperspectral denoising. WHISPERS 2013: 1-4 - 2012
- [c1]Behnood Rasti, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jón Atli Benediktsson:
Hyperspectral image denoising using 3D wavelets. IGARSS 2012: 1349-1352
Coauthor Index
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