Hyperspectral Image Classification

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

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  1. Non-destructive Identification of Oyster Species is possible from Hyperspectral Images with Machine Learning

    May 29, 2026Ethan Kane Waters, Max Wingfield, Aiden Mellor +2Hyperspectral ImagingHyperspectral Image Classification

    Department of Primary Industries, Toowoomba, QLD 4350, Australia · QUT Centre for Data Science, School of Mathematical Sciences, Queensland University of Technology, Brisbane, QLD 4000, Australia · School of Environment and Science, Griffith University, Nathan, Brisbane, QLD 4111, Australia

  2. Implicit spatial-frequency fusion of hyperspectral and lidar data via kolmogorov-arnold networks

    May 14, 2026Zekun Long, Judy X. Yang, Jing Wang +3Remote SensingHyperspectral Image Classification

    School of Information and Communication Technology, Griffith University, Nathan, Australia · School of Computing, Engineering and Mathematical Sciences, La Trobe University, Melbourne, Australia

  3. SoDa2: Single-Stage Open-Set Domain Adaptation via Decoupled Alignment for Cross-Scene Hyperspectral Image Classification

    May 5, 2026Yiwen Liu, Minghua Wang, Jing Yao +2Unsupervised Domain AdaptationDomain Adaptation

    Institute of Robotics and Automatic Information System (IRAIS), College of Artificial Intelligence, and the Tianjin Key Laboratory of Intelligent Robotics (tjKLIR), Nankai University, Tianjin 300071, China · Aerospace Information Research Institute, Chinese Academy of Sciences, 100094 Beijing, China · Institute of Methodologies for Environmental Analysis (CNR-IMAA), National Research Council, 85050 Tito, Italy

  4. Hyperspectral Image Classification via Efficient Global Spectral Supertoken Clustering

    Apr 30, 2026Peifu Liu, Tingfa Xu, Jie Wang +3Soft-Label LearningHyperspectral Imaging

    Beijing Institute of Technology, Beijing 100081, China · Beijing Institute of Technology Chongqing Innovation Center, Chongqing 401135, China · Key Laboratory of Photoelectronic Imaging Technology and System, Ministry of Education of China, Beijing 100081, China

  5. Representative Spectral Correlation Network for Multi-source Remote Sensing Image Classification

    Apr 30, 2026Chuanzheng Gong, Feng Gao, Junyan Lin +2Remote Sensing Image UnderstandingFeature Selection

    State Key Laboratory of Physical Oceanography, Ocean University of China, Qingdao 266100, China · Department of Computing, The Hong Kong Polytechnic University, Hong Kong, China · Department of Electrical and Computer Engineering, Mississippi State University, Starkville, MS 39762 USA

  6. High-Dimensional Noise to Low-Dimensional Manifolds: A Manifold-Space Diffusion Framework for Degraded Hyperspectral Image Classification

    Apr 29, 2026Boxiang Yang, Ning Chen, Xia Yue +6Manifold LearningHyperspectral Image Classification

    Institute of Remote Sensing and Geographic Information System, Peking University, Beijing 100871, China · Beijing Key Laboratory of Spatio-temporal Perception and Urban Resilience, Peking University, Beijing 100871, China · School of Computer Science and Engineering, Central South University, Changsha 410083, China +4

  7. MixerCA: An Efficient and Accurate Model for High-Performance Hyperspectral Image Classification

    Apr 28, 2026Mohammed Q. Alkhatib, Ali JamaliHyperspectral ImagingEfficient Attention

    aCollege of Engineering and IT, University of Dubai, Dubai, 14143, UAE · bDepartment of Geography, Simon Fraser University, 8888 University Dr, Burnaby, BC V5A 1S6, Canada

  8. A Synergistic CNN-Transformer Network with Pooling Attention Fusion for Hyperspectral Image Classification

    Apr 26, 2026Peng Chen, Wenxuan He, Feng Qian +2Hybrid CNN-Transformer ArchitecturesTransformer Attention

    College of Engineering, Shantou University, Shantou, 515063, Guangdong, China · School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, 430074, Hubei, China · Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, 130033, Jilin, China +2

  9. ConvVitMamba: Efficient Multiscale Convolution, Transformer, and Mamba-Based Sequence modelling for Hyperspectral Image Classification

    Apr 20, 2026Mohammed Q. AlkhatibHybrid CNN-Transformer ArchitecturesHyperspectral Image Classification

    College of Engineering and IT, University of Dubai, Dubai 14143, United Arab Emirates

  10. From Articles to Canopies: Knowledge-Driven Pseudo-Labelling for Tree Species Classification using LLM Experts

    Apr 17, 2026Michał Romaszewski, Dominik Kopeć, Michał Cholewa +6Tree Species ClassificationGraph-Based Semi-Supervised Learning

    Institute of Theoretical and Applied Informatics, Polish Academy of Sciences, Bałtycka 5, Gliwice, 44-100, Poland · University of Lodz, Narutowicza 68, 90-136, Lodz, Poland · MGGP Aero, Kaczkowskiego 6, 33-100, Tarnów, Poland +1

  11. SSFT: A Lightweight Spectral-Spatial Fusion Transformer for Generic Hyperspectral Classification

    Apr 17, 2026Alexander Musiat, Nikolas Ebert, Oliver WasenmüllerRepresentation LearningHyperspectral Imaging

    Mannheim University of Applied Sciences, Germany

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

    Apr 10, 2026Yimin Zhu, Lincoln Linlin XuHyperspectral Image ClassificationHyperspectral Imaging

    Department of Geomatics Engineering, University of Calgary, Canada

  13. Cosine-Normalized Attention for Hyperspectral Image Classification

    Apr 2, 2026Muhammad Ahmad, Manuel MazzaraHyperspectral Image ClassificationTransformer Attention

    SDAIA-KFUPM, Joint Research Center for Artificial Intelligence (JRCAI), King Fahd University of Petroleum and Minerals, Dhahran, 31261, Saudi Arabia · Institute of Software Development and Engineering, Innopolis University, Innopolis, 420500, Russia

  14. Connecting Meteorite Spectra to Lunar Surface Composition Using Hyperspectral Imaging and Machine Learning

    Mar 25, 2026Fatemeh Fazel Hesar, Mojtaba Raouf, Amirmohammad Chegeni +5Remote SensingHyperspectral Image Classification

    Leiden Institute of Advanced Computer Science, Leiden University, P.O. Box 9504, 2300 RA Leiden, The Netherlands · ILEWG LUNEX-EuroSpaceHub EuroMoonMars Earth-Space Innovation Wassenaar, Leiden & Noordwijk, The Netherlands · Department of Space Engineering, Delft University of Technology, 2629 HS Delft, The Netherlands +6

  15. LGEST: Dynamic Spatial-Spectral Expert Routing for Hyperspectral Image Classification

    Mar 25, 2026Jiawen Wen, Suixuan Qiu, Zihang Luo +2Hyperspectral Image ClassificationHybrid CNN-Transformer Architectures

    Information Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, 511453, China · Faculty of Geographical Science, Beijing Normal University, Beijing, 100875, China · School of Electronic and Communication Engineering, Guangzhou University, Guangzhou University, Guangzhou, Guangzhou, 510006, China

  16. HSI Image Enhancement Classification Based on Knowledge Distillation: A Study on Forgetting

    Mar 19, 2026Songfeng ZhuClass-Incremental LearningHyperspectral Image Classification

    School of Software Engineering, Henan Polytechnic University, Henan 454000, china

  17. Spectral Property-Driven Data Augmentation for Hyperspectral Single-Source Domain Generalization

    Mar 17, 2026Taiqin Chen, Yifeng Wang, Xiaochen Feng +4Data AugmentationDomain Generalization

    School of Computer Science and Technology, Harbin Institute of Technology (Shenzhen), Shenzhen, China · Pengcheng Laboratory, Shenzhen, China · Department of Computer Science and Technology, Tsinghua University, Beijing, China

  18. 3D Fourier-based Global Feature Extraction for Hyperspectral Image Classification

    Mar 17, 2026Muhammad AhmadHyperspectral Image ClassificationFrequency-Domain Feature Learning

    SDAIA-KFUPM, Joint Research Center for Artificial Intelligence (JRCAI), King Fahd University of Petroleum and Minerals, Dhahran, 31261, Saudi Arabia.

  19. A Benchmark Study of Neural Network Compression Methods for Hyperspectral Image Classification

    Mar 5, 2026Sai ShiNeural Network CompressionNeural Network Quantization

    Department of Computer and Information Science, Temple University, Philadelphia, USA

  20. mHC-HSI: Clustering-Guided Hyper-Connection Mamba for Hyperspectral Image Classification

    Mar 3, 2026Yimin Zhu, Zack Dewis, Quinn Ledingham +6Hyperspectral Image ClassificationHyperspectral Imaging

    Department of Geomatics Engineering, University of Calgary, Canada · Department of Geography, Faculty of Arts, The University of Jordan, Amman, Jordan

  21. VP-Hype: A Hybrid Mamba-Transformer Framework with Visual-Textual Prompting for Hyperspectral Image Classification

    Mar 1, 2026Abdellah Zakaria Sellam, Fadi Abdeladhim Zidi, Salah Eddine Bekhouche +4Hyperspectral Image ClassificationHyperspectral Imaging

    Institute of Applied Sciences and Intelligent Systems (ISASI), CNR, 73100 Lecce, Italy · Dept. of Engineering for Innovation, University of Salento, 73100 Lecce, Italy · VSC Laboratory, Department of Electronics and Automation, University of Biskra, Biskra, Algeria +4