Hyperspectral Unmixing

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17 papers2 papers in the last four weeks, down 33% on the four weeks before. 0.0% of all new papers.

  1. Spectral World Renderer: Unified 3D Hyperspectral Unmixing

    Oct 14, 2026Chia-Ming Lee, Yu-Jou Hsiao, Ming-Ching Chang +3Hyperspectral UnmixingSpectral Unmixing

    University at Albany, State University of New York · National Yang Ming Chiao Tung University · National Cheng Kung University

  2. Benchmarking Hyperspectral Foundation Models for Hyperspectral Unmixing

    Sep 23, 2026Edgard Dabier, Christophe Kervazo, Pietro Gori +1Hyperspectral ImagingHyperspectral Unmixing

    LTCI, T´el´ecom Paris, Institut Polytechnique de Paris, Palaiseau, France

  3. Interpretable Hyperspectral Unmixing Framework with Fixed Endmember Prior and Structured Residual Refinement

    Sep 8, 2026Ziyi Guan, Jianping Zhang, Qian LiuDeep Image PriorHyperspectral Imaging

    School of Mathematics and Computational Science, Xiangtan University, Xiangtan 411105, China

  4. AGSA-Net: Abundance-Guided Self-Attention Network for Spectral Unmixing-Aware Hyperspectral Remote Sensing Image Classification

    Sep 6, 2026Nafisa Anjum, Satavisa Dey Borno, Ananna Saha +4Hyperspectral UnmixingHyperspectral Image Classification

    North South University, Dhaka, Bangladesh · Department of Electrical and Computer Engineering, North South University, Dhaka, Bangladesh

  5. Agentic Multimodal Models for Environmental Hyperspectral Unmixing

    Sep 1, 2026Michał Cholewa, Luca Ciampi, Nicola Messina +2Hyperspectral ImagingHyperspectral Unmixing

    IITiS-PAS, Gliwice, Poland · ISTI-CNR, Pisa, Italy

  6. End-to-End Unmixing with Material Prompts for Hyperspectral Object Tracking

    May 20, 2026Xu Han, Mohammad Aminul Islam, Lei Wang +5Spectral UnmixingHyperspectral Imaging

    School of Information and Communication Technology, Griffith University, Australia · Department of Computer Science and Mathematics, Bangladesh Agricultural University, Mymensingh 2202, Bangladesh · School of Engineering and Built Environment, Griffith University, Australia +1

  7. Physics-Guided Regime Unmixing

    May 5, 2026Paula Pacheco, Pablo Granitto, Juan B. CabralSpectral UnmixingHyperspectral Imaging

    GVT-CONAE, Centro Espacial Teófilo Tabanera, Argentina · CONICET, Argentina · FAMAF-UNC, Córdoba, Argentina +1

  8. Hyperspectral Unmixing Hierarchies

    Apr 18, 2026Joseph L. Garrett, P. S. Vishnu, Pauliina Salmi +4Non-Negative Matrix FactorizationRemote Sensing

    Department of Engineering Cybernetics, Norwegian University of Science and Technology · Department of Biology, Norwegian University of Science and Technology · Department of Automatic Control and Systems Engineering, University Politehnica Bucharest +1

  9. A Deep Equilibrium Network for Hyperspectral Unmixing

    Apr 13, 2026Chentong Wang, Jincheng Gao, Fei Zhu +1Implicit DifferentiationHyperspectral Unmixing

    Center for Applied Mathematics, KL-AAGDM, Tianjin University, Tianjin 300072, China · School of Artificial Intelligence, Northwestern Polytechnical University, Xi’an 710072, China · National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology

  10. Unmixing-Guided Spatial-Spectral Mamba with Clustering Tokens for Hyperspectral Image Classification

    Apr 10, 2026Yimin Zhu, Lincoln Linlin XuHyperspectral UnmixingHyperspectral Image Classification

    Department of Geomatics Engineering, University of Calgary, Canada

  11. Looking into a Pixel by Nonlinear Unmixing -- A Generative Approach

    Apr 1, 2026Maofeng Tang, Hairong QiSpectral UnmixingHyperspectral Unmixing

    Department of Electrical Engineering and Computer Science, University of Tennessee, Knoxville

  12. Polyhedral Unmixing: Bridging Semantic Segmentation with Hyperspectral Unmixing via Polyhedral-Cone Partitioning

    Mar 31, 2026Antoine Bottenmuller, Etienne Decencière, Petr DokládalHyperspectral UnmixingSpectral Unmixing

    CMM, PSL, STIM · Mines Paris, PSL University, Centre for Mathematical Morphology (CMM), 77300 Fontainebleau, France

  13. MiSiSUn: Minimum Simplex Semisupervised Unmixing

    Mar 13, 2026Behnood Rasti, Bikram Koirala, Paul ScheundersHyperspectral UnmixingSpectral Unmixing

    Faculty of Electrical Engineering and Computer Science, Technische Universität Berlin, 10623 Berlin, Germany · Berlin Institute for the Foundations of Learning and Data (BIFOLD), 10623 Berlin, Germany · Imec-VisionLab, Department of Physics, University of Antwerp, Belgium

  14. WS-Net: Weak-Signal Representation Learning and Gated Abundance Reconstruction for Hyperspectral Unmixing via State-Space and Weak Signal Attention Fusion

    Mar 10, 2026Zekun Long, Ali Zia, Guanyiman Fu +2Hyperspectral UnmixingSpectral Unmixing

    School of Information and Communication Technology, Griffith University, Brisbane, QLD 4111, Australia · School of Computing, Engineering and Mathematical Sciences, La Trobe University, Melbourne, VIC 3086, Australia · CSIRO Agriculture and Food, Canberra, ACT 2601, Australia

  15. Enhancing Unregistered Hyperspectral Image Super-Resolution via Unmixing-based Abundance Fusion Learning

    Mar 9, 2026Yingkai Zhang, Tao Zhang, Jing Nie +1Hyperspectral UnmixingHyperspectral Image Super-Resolution

    Beijing Institute of Technology · Hangzhou Dianzi University

  16. Unmixing ATR-μFTIR spectroscopic images of cross-sections of historical oil paintings

    Mar 3, 2026Shivam Pande, Nicolas Nadisic, Francisco Mederos-Henry +1Hyperspectral UnmixingHyperspectral Imaging

    Department of Telecommunications and Information Processing, Ghent University, Belgium. · Royal Institute for Cultural Heritage (KIK-IRPA), Belgium. · Engineering of Molecular Nanosystems (EMNS) Laboratory, Université Libre de Bruxelles (ULB), Belgium.

  17. A Provably-Correct and Robust Convex Model for Smooth Separable NMF

    Nov 10, 2025Junjun Pan, Valentin Leplat, Michael Ng +1Non-Negative Matrix FactorizationHyperspectral Unmixing

    Department of Mathematics, Hong Kong Baptist University, Hong Kong. · Institute of Data Science and Artificial Intelligence, Faculty of Computer Science and Engineering, Innopolis University. · Department of Mathematics and Operational Research, Université de Mons, Rue de Houdain 9, 7000 Mons, Belgium.