Hyperspectral Image Classification

Ask about this topic

Latest papers 50

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

All topics
CardsList

  1. AI-Enhanced Hyperspectral Imaging for Intraoperative Detection of Low-Grade Glioma: A Clinical Study

    Oct 13, 2026Siri Willems, Ishika Jain, Jens De Winne +9Brain Tumor ClassificationHyperspectral Imaging

    imec, Kapeldreef 75, Leuven, 3001, Belgium · Department of Computer Science UAntwerp-imec, Sint-Pietersvliet 7, Antwerp, 2000, Belgium · Department of Telecommunications and Information Processing, IPI-imec, Sint-Pietersnieuwestraat 41, Ghent, 9000, Belgium +3

  2. Data Leakage in Patch-Based Hyperspectral Image Classification: Quantifying the Impact of Spatial Overlap

    Oct 6, 2026Mohammed Q. AlkhatibData ContaminationHyperspectral Image Classification

    College of Engineering and IT, University of Dubai, Dubai, 14143, UAE

  3. Prototype-Rule Neurosymbolic Regularization for Rank-Constrained Tensor Neural Networks under Label Scarcity

    Sep 30, 2026Eftychios Protopapadakis, Konstantinos Makantasis, Konstantinos M. GiannoutakisTensor NetworksPrototype Learning

    Department of Applied Informatics, University of Macedonia, 156 Egnatia Street, 54636 Thessaloniki, Greece · Department of Artificial Intelligence, Faculty of Information & Communication Technology, University of Malta, Msida, Malta

  4. A PyTorch Library for Hyperspectral Image Models: Technical Report

    Sep 30, 2026Tanishq Rachamalla, Aryan Das, Srishti Kaushik +1Remote Sensing BenchmarksHyperspectral Image Classification

    Department of Information Technology Siddhartha Academy of Higher Education Vijayawada, Andhra Pradesh 521108, India · Department of Computer Science and Engineering Vellore Institute of Technology Bhopal, Madhya Pradesh 466114, India · Department of Computer and Information Sciences Indira Gandhi National Open University New Delhi 110068, India +1

  5. Token Clustering and Semantic Sequence Mamba for Hyperspectral Image Classification

    Sep 23, 2026Yimin Zhu, Mahmood Elahi, Lincoln Linlin XuVisual SSMsHyperspectral Image Classification

    Department of Geomatics Engineering, University of Calgary, Canada · Department of Electrical and Software Engineering, University of Calgary, Canada

  6. Dimensionality reduction for AI based hyperspectral image classification based on XAI

    Sep 16, 2026Vladimir Zeljković, Branka Stojanović, Harald Ganster +1Hyperspectral Image ClassificationDimensionality Reduction

    University of Belgrade School of Electrical Engineering · JOANNEUM RESEARCH Forschungsgesellschaft mbH

  7. Toward Interpretable Multimodal Fusion: Heat Conduction Modeling for Hyperspectral and LiDAR Joint Classification

    Sep 10, 2026Kan Wei, Jiahui Cui, Jing Yao +3Multimodal Model InterpretabilityHyperspectral Image Classification

    Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100190, China · Key Laboratory of Target Cognition and Application Technology, Beijing 100190, China · School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100190, China +3

  8. Dimensionality Reduction for Hyperspectral Image Classification

    Sep 9, 2026Mohamed Cherifi, Ammar Mesloub, Mohammed Nabil El Korso +2Dimensionality ReductionHyperspectral Image Classification

    Laboratoire Traitement du Signal Ecole Militaire Polytechnique Bordj-El-Bahri, Alger, 16111, Alg´erie · Laboratoire Antennes et Dispositifs Micro-Ondes Ecole Militaire Polytechnique Bordj-El-Bahri, Alger, 16111, Alg´erie · Universit´e Paris-Saclay Saclay, France +1

  9. 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 Image ClassificationHyperspectral Imaging

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

  10. Ten Architectures, One Error: Shared Failure Modes in Hyperspectral Classification under Spatially Disjoint Evaluation

    Sep 1, 2026Ehsan Faghih, Fatemeh Ashrafi, Marguerite Moore +1Data ContaminationRemote Sensing Benchmarks

    North Carolina State University, Wilson College of Textiles Raleigh, NC, USA

  11. MWIR-4-Plastic: The Identification of Complex End-of-Life Industrial Plastic using Mid-wave Infrared Hyperspectral Imaging and Machine Learning

    Aug 28, 2026Elias Arbash, Andréa de Lima Ribeiro, Filipa Simões +9ClassificationHyperspectral Image Classification

    Helmholtz-Zentrum Dresden-Rossendorf (HZDR) - Helmholtz Institute Freiberg for Resource Technology (HIF), Freiberg, Germany · University of Antwerp, Antwerp, Belgium · Remote Sensing and Geoinformatics, Freie Universität Berlin, Berlin, Germany +2

  12. Convolution-Free Holistic Multivariance Decomposition Layer for Efficient Hyperspectral Image Classification Tensor Networks

    Aug 17, 2026Süha Tuna, Ülker BaşarHyperspectral Image ClassificationHyperspectral Imaging

    Istanbul Technical University, Informatics Institute, Maslak 34469, İstanbul, Türkiye · Istanbul Esenyurt University, Faculty of Business and Management Sciences, Department of Management Information Systems, Esenyurt, 34517, İstanbul, Türkiye

  13. Domain-Aware Lightweight Spectral-Grouped Convolutions for Hyperspectral Fish Freshness Classification

    Aug 12, 2026Kazi Nabiul Alam, Pooneh Bagheri Zadeh, Akbar Sheikh-AkbariRepresentation LearningHyperspectral Image Classification

    School of Built Environment, Engineering, and Computing, Leeds Beckett University. Leeds LS6 3QS, United Kingdom.

  14. Topology-Aware Neighborhood Learning for Source-Free Cross-Scene Hyperspectral Image Classification

    Aug 6, 2026Qingmei Li, Juepeng Zheng, Jiarui Zhang +2Source-Free Domain AdaptationDomain Adaptation

    Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · School of Artificial Intelligence, Sun Yat-Sen University, Zhuhai, China · Faculty of Geosciences and Engineering, Southwest Jiaotong University, Chengdu, China +4

  15. Fermat Active Laplace Learning for Semi-Supervised Hyperspectral Image Classification

    Aug 3, 2026Vutichart Buranasiri, James M. MurphyActive LearningGraph-Based Semi-Supervised Learning

    Department of Mathematics Tufts University Medford, MA 02155, USA

  16. Mapping melliferous tree species in Kenya via one-class classification with hyperspectral unsupervised domain adaptation

    Aug 3, 2026Zhaozhi Luo, Janne Heiskanen, Ilja Vuorinne +6Unsupervised Domain AdaptationTree Species Classification

    Department of Geosciences and Geography, University of Helsinki, P.O. Box 64, 00014 Helsinki, Finland · Institute for Atmospheric and Earth System Research, University of Helsinki, P.O. Box 4, 00014 Helsinki, Finland · Finnish Meteorological Institute, P.O. Box 503, 00101 Helsinki, Finland +3

  17. PNEC-Mamba: Prototype-Guided Positive-Negative Evidence Calibration for Hyperspectral Image Classification

    Aug 3, 2026Mingzhen Xu, Can Xu, Di Wang +2Prototype-Based ClassificationHyperspectral Image Classification

  18. Fruit-HSNet: A Machine Learning Approach for Hyperspectral Image-Based Fruit Ripeness Prediction

    Aug 2, 2026Ahmed Baha Ben Jmaa, Faten Chaieb, Anna FabijańskaAgricultural Image AnalysisHyperspectral Image Classification

    1Efrei Research Lab, Paris Panthéon-Assas University, Paris, France · Institute of Applied Computer Science, Lodz University of Technology, Łódź, Poland

  19. LegoQ: Density-Matrix Representation Learning with Spectral-Spatial State Transitions for Hyperspectral Classification

    Jul 31, 2026Weijia Cao, Xiaofei Yang, Fu Wang +2Representation LearningQuantum-Inspired ML

  20. MSCM-net: A hyperspectral image classiffcation method based on multi-scale convolution and Mamba

    Jul 30, 2026Jianjun Chen, Linlin Wang, Lifang Chang +4Channel AttentionMulti-Scale Feature Fusion

    Qingdao University of Technology, Qingdao, 266520, China · Nanyang Technological University, Singapore, 639798, Singapore

  21. HyperImageNet: A Large-Scale High-Spatial Resolution Hyperspectral Imagery Classification Benchmark

    Jul 23, 2026Chuguang Zeng, Jingtao Li, Yinhe Liu +1Remote Sensing Image SegmentationLand Cover Classification

    Wuhan University 430072 Wuhan, China

  22. BCG-Former: Toward Pareto-Efficient Hyperspectral Image Classification via Band-Contextual Gating

    Jul 17, 2026Gaurav Sharma, Eungjoo LeeEfficient Neural Network InferenceHybrid CNN-Transformer Architectures

    College of Information Science, University of Arizona, Tucson, AZ, USA · Department of Electrical and Computer Engineering, University of Arizona, Tucson, AZ, USA

  23. DAPGNet: Dynamic Adaptive Physics-Guided Graph Diffusion Network for Hyperspectral Image Classification

    Jul 16, 2026Pengkun Wang, Weijia Cao, Ning Wang +1Graph Structure LearningHyperspectral Imaging

    National Engineering Laboratory for Satellite Remote Sensing Applications, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China · Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China · Guangzhou University, Guangzhou 510006, China

  24. MBTI: A Multi-Branch Efficient Fine-Tuning Framework for Hyperspectral Image Classification with Foundation Models

    Jul 14, 2026Mingzhen Xu, Haonan Guo, Di Wang +9Hyperspectral Image ClassificationParameter-Efficient Fine-Tuning

    School of Computer Science, Wuhan University, Wuhan, China · State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China · China Petroleum Pipeline Engineering Corporation, Langfang, China +6

  25. Few-Shot Hyperspectral Aphid Detection via FastGAN Synthetic Data Generation, Transformer-Based Classification and Explainable AI

    Jun 19, 2026Ali SaeidanAgricultural Image AnalysisSynthetic Data Augmentation

    Lancaster Medical School, Faculty of Health and Medicine, Lancaster University, Lancaster LA1 4YG, United Kingdom

  26. Quantum Enchanced Multi-Scale CNN with Bi-directional Mamba for Crop Field Analysis

    Jun 15, 2026Mohammad Salman Khan, Ehsan Atoofian, Saad B. AhmedAgricultural Image AnalysisHyperspectral Image Classification

    Department of Computer Science · Lakehead University · Thunder Bay, ON P7B5E1, Canada +1

  27. Adaptive Band Selection for Hyperspectral Classification with Spatially Disjoint Evaluation

    Jun 4, 2026Ikram El-Hajri, Ouassim Karrakchou, Alejandro MousistHyperspectral ImagingFeature Selection

    International University of Rabat, Rabat, Morocco · Thales Alenia Space, Spain

  28. Data Efficient Complex Feature Fusion Network For Hyperspectral Image Classification

    Jun 3, 2026Maitreya Shelare, Atharva Satam, Poonam Sonar +1Efficient Neural Network InferenceComplex-Valued Neural Networks

    Department of Electronics and Telecommunication, Rajiv Gandhi Institute of Technology, University of Mumbai, India

  29. MixerSENet: A Lightweight Framework for Efficient Hyperspectral Image Classification

    Jun 1, 2026Mohammed Q. Alkhatib, Swalpa Kumar Roy, Ali JamaliEfficient Neural Network InferenceHyperspectral Imaging

    College of Engineering and IT, University of Dubai, Dubai, 14143, UAE · Department of Computer Science and Engineering, Alipurduar Government Engineering and Management College, West Bengal 736206, India · Department of Geography, Simon Fraser University, British Columbia 8888, Canada

  30. 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