Hyperspectral Image

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21 papers in the last four weeks, up 31% on the four weeks before. 0.2% of all new papers.

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  1. A Novel Graph-Regulated Disentangling Mamba Model with Sparse Tokens for Enhanced Tree Species Classification from MODIS Time Series

    May 7, 2026Motasem Alkayid, Zhengsen Xu, Saeid Taleghanidoozdoozan +7Species IdentificationTime-Series Classification

    Department of Geomatics Engineering, University of Calgary, Canada

  2. Conditions for well-posed color recovery in scattering media

    May 5, 2026Grigory Solomatov, Derya AkkaynakImage RestorationReflectance

    Hatter Department of Marine Technologies, University of Haifa, Haifa, Israel · Interuniversity Institute for Marine Sciences, Eilat, Israel

  3. Fully Automatic Trace Gas Plume Detection

    May 5, 2026Vít Růžička, David R. Thompson, Jay E. Fahlen +13MethaneHyperspectral Image

    Jet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena CA, USA. · Independent researcher, Houston TX, 77041, USA. · Carbon Mapper, 680 E Colorado Blvd, Pasadena, CA, 91101, USA. +1

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

    May 5, 2026Yiwen Liu, Minghua Wang, Jing Yao +2Hyperspectral ImageDomain 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

  5. Multispectral Blind Image Super-Resolution for Standing Dead Tree Segmentation

    May 4, 2026Mete Ahishali, Anis Ur Rahman, Einari Heinaro +2Hyperspectral Image Super-ResolutionHyperspectral Image

    Department of Forest Sciences, University of Helsinki, Finland · CSC – IT Center for Science Ltd., Espoo, Finland · KOKO Forest Ltd. +1

  6. SpectraDINO: Bridging the Spectral Gap in Vision Foundation Models via Lightweight Adapters

    May 4, 2026Yagiz Nalcakan, Hyeongjin Ju, Incheol Park +3Recent Vision Foundation ModelsVision Foundation Models

    Yonsei University, Seoul, Republic of Korea

  7. CGFformer: Cluster-Guidance Frequency Transformer for Pansharpening

    May 2, 2026Zijian Zhou, Jianing Zhang, Kai Sun +3Two-Level Spatial-Frequency Fusion StrategyHyperspectral Image

    College of Artificial Intelligence, Xi’an Jiaotong University, Xi’an, 710049, China · School of Mathematics and Statistics, Xi’an Jiaotong University, Xi’an, 710049, China · School of Computer Science and Technology, Xi’an Jiaotong University, Xi’an, 710049, China

  8. Foundation AI Models for Aerosol Optical Depth Estimation from PACE Satellite Data

    May 1, 2026Zahid Hassan Tushar, Sanjay PurushothamAtmospheric DynamicsHyperspectral Image

    University of Maryland, Baltimore County, Maryland, USA.

  9. FUN: A Focal U-Net Combining Reconstruction and Object Detection for Snapshot Spectral Imaging

    Apr 30, 2026Dahua Gao, Yubo Dong, Anqi Li +4Hyperspectral ImageFeature Pyramid

    School of Artificial Intelligence, Xidian University, Xi’an 710126, China · Changzhi Medical College, the Engineering Research Centre for Intelligent Data Assisted Diagnosis and Treatment in Shanxi Province, and Uniwave Artificial Intelligence Technology Co., Ltd., Changzhi 046000, China

  10. Towards All-Day Perception for Off-Road Driving: A Large-Scale Multispectral Dataset and Comprehensive Benchmark

    Apr 30, 2026Shuo Wang, Jilin Mei, Wenfei Guan +4Autonomous Driving PerceptionHyperspectral Image

    Research Center for Intelligent Computing Systems, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, 100190, China. · Beijing Institute of Control Engineering, Beijing, 100194, China.

  11. Hyperspectral Image Classification via Efficient Global Spectral Supertoken Clustering

    Apr 30, 2026Peifu Liu, Tingfa Xu, Jie Wang +3Hyperspectral ImageImage Classification

    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

  12. Spectral Dynamic Attention Network for Hyperspectral Image Super-Resolution

    Apr 30, 2026Tengya Zhang, Feng Gao, Lin Qi +2Hyperspectral Image Super-ResolutionHyperspectral Image

    Sanya Oceanographic Institution, Ocean University of China, Sanya, China · State Key Laboratory of Physical Oceanography, Ocean University of China, Qingdao 266100, China · Department of Electrical and Computer Engineering, Mississippi State University, Starkville, MS 39762 USA

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

    Apr 30, 2026Chuanzheng Gong, Feng Gao, Junyan Lin +2Hyperspectral ImageTwo-Level Spatial-Frequency Fusion Strategy

    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

  14. Cross-Domain Transfer of Hyperspectral Foundation Models

    Apr 29, 2026Nick Theisen, Peer NeubertHyperspectral ImageCross-Modality

    Intelligent Autonomous Systems, University of Koblenz, Germany

  15. 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 +6Hyperspectral Image

    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

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

    Apr 28, 2026Mohammed Q. Alkhatib, Ali JamaliHyperspectral ImageImage Classification

    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

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

    Apr 26, 2026Peng Chen, Wenxuan He, Feng Qian +2Hyperspectral ImageCnn-Transformer Tradeoff

    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

  18. HyperFM: An Efficient Hyperspectral Foundation Model with Spectral Grouping

    Apr 22, 2026Zahid Hassan Tushar, Sanjay PurushothamHyperspectral ImageAtmospheric Dynamics

    University of Maryland, Baltimore County Baltimore, MD, USA

  19. Unlocking Multi-Spectral Data for Multi-Modal Models with Guided Inputs and Chain-of-Thought Reasoning

    Apr 22, 2026Dahun Kim, Ganesh Satish Mallya, Anelia AngelovaHyperspectral ImageRemote Sensing

    Google DeepMind

  20. Semi-Supervised Flow Matching for Mosaiced and Panchromatic Fusion Imaging

    Apr 22, 2026Peiming Luo, Nan Wang, Litong Liu +4Visible Image FusionContrastive Flow Matching

    Southeast University · Hunan University

  21. Evaluating Histogram Matching for Robust Deep learning-Based Grapevine Disease Detection

    Apr 21, 2026Ruben Pascual, Inés Hernández, Salvador Gutiérrez +4Leaf Disease ClassificationHyperspectral Image

    Institute of Smart Cities (ISC), Dept. of Statistics, Computer Science and Mathematics, Public Univ. of Navarre (UPNA), 31006 Pamplona, Spain · Institute of Grapevine and Wine Sciences (Univ. of La Rioja, CSIC, Govt. of La Rioja), 26007, Logroño, Spain and Televitis Research Group, Univ. of La Rioja, 26006, Logroño, Spain · Dept. of Computer Science and AI, Univ. of Granada, 18071, Granada, Spain +1

  22. IonMorphNet: Generalizable Learning of Ion Image Morphologies for Peak Picking in Mass Spectrometry Imaging

    Apr 21, 2026Philipp Weigand, Niels Nawrot, Nikolas Ebert +2Tandem Mass SpectraImage Classification

    Mannheim University of Applied Sciences, Germany · Faculty of Biosciences, Heidelberg University, Germany

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

    Apr 20, 2026Mohammed Q. AlkhatibHyperspectral ImageMulti-Scale Convolution

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

  24. Self-Supervised Super-Resolution for Sentinel-5P Hyperspectral Images

    Apr 19, 2026Hyam Omar Ali, Antoine Crosnier, Romain Abraham +3Hyperspectral Image Super-ResolutionHyperspectral Image

    Université d’Orléans, Université de Tours, CNRS, IDP, UMR 7013, Orléans, France · Faculty of Mathematical Sciences, University of Khartoum, Sudan · ENS Lyon, France +2

  25. HyKey: Hyperspectral Keypoint Detection and Matching in Minimally Invasive Surgery

    Apr 19, 2026Alexander Saikia, Chiara Di Vece, Zhehua Mao +6Hyperspectral ImageKeypoint Detection

    UCL Hawkes Institute, Dept of Medical Physics and Biomedical Engineering and Dept of Computer Science, University College London, London, WC1E 6BT, United Kingdom. · EnAcuity Ltd., London, EC2A 4NE, United Kingdom.

  26. Hyperspectral Unmixing Hierarchies

    Apr 18, 2026Joseph L. Garrett, P. S. Vishnu, Pauliina Salmi +4Hyperspectral ImageTwo-Level Spatial-Frequency Fusion Strategy

    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

  27. When Earth Foundation Models Meet Diffusion: An Application to Land Surface Temperature Super-Resolution

    Apr 18, 2026Yiheng Chen, Zihui Ma, Peishi Jiang +6Land Surface TemperatureResidual Conditional Diffusion Model

    University of Alabama · Emory University · University of Michigan +2

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

    Apr 17, 2026Michał Romaszewski, Dominik Kopeć, Michał Cholewa +6Species IdentificationCanopy

    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

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

    Apr 17, 2026Alexander Musiat, Nikolas Ebert, Oliver WasenmüllerHyperspectral ImageTwo-Level Spatial-Frequency Fusion Strategy

    Mannheim University of Applied Sciences, Germany

  30. Hyperspectral Trajectory Image for Multi-Month Trajectory Anomaly Detection

    Mar 26, 2026Md Awsafur Rahman, Chandrakanth Gudavalli, Hardik Prajapati +1Time-Series Anomaly DetectionUnsupervised Detection

    UC Santa Barbara, USA

  31. A Latent Representation Learning Framework for Hyperspectral Image Emulation in Remote Sensing

    Mar 23, 2026Chedly Ben Azizi, Claire Guilloteau, Gilles Roussel +1Hyperspectral ImageRemote Sensing

    Univ. Littoral Côte d’Opale, LISIC – UR 4491, 62219, Longuenesse, France

  32. G-ZAP: A Generalizable Zero-Shot Framework for Arbitrary-Scale Pansharpening

    Mar 15, 2026Zhiqi Yang, Shan Yin, Jingze Liang +1Visible Image FusionFeature Pyramid

    University of Electronic Science and Technology of China

  33. De-occluding broadband metalens

    Jan 27, 2026Seungwoo Yoon, Dohyun Kang, Eunsue Choi +9OpticalHyperspectral Image

    Department of Computer Science and Engineering, Pohang University of Science and Technology (POSTECH), Pohang 37673, Republic of Korea · Department of Mechanical Engineering, Pohang University of Science and Technology (POSTECH), Pohang 37673, Republic of Korea · Graduate School of Artificial Intelligence, Pohang University of Science and Technology (POSTECH), Pohang 37673, Republic of Korea +7

  34. A UAV-Based Multispectral and RGB Dataset for Multi-Stage Paddy Crop Monitoring in Indian Agricultural Fields

    Jan 3, 2026Adari Rama Sukanya, Puvvula Roopesh Naga Sri Sai, Bodduru Neshika +1Agricultural MonitoringNormalized Difference Vegetation Index

    IIT Tirupati

  35. Flow-Matching Guided Deep Unfolding for Hyperspectral Image Reconstruction

    Oct 2, 2025Yi Ai, Yuanhao Cai, Yulun Zhang +2Deep Unfolding NetworksHyperspectral Image

    School of Computer Science, Shanghai Jiao Tong University, China · Department of Computer Science, Johns Hopkins University, USA · School of Engineering, Westlake University, China

  36. Improved Robustness from Biologically Inspired Sparse Contrast Representations

    Sep 29, 2025Lorena Stracke, Lia Nimmermann, Shashank Agnihotri +3Semantic SegmentationHyperspectral Image

    Media Systems, University of Siegen, Germany · Data and Web Science Group, University of Mannheim, Germany · Analogue Circuits and Image Sensors, University of Siegen, Germany +1

  37. Hyperspectral Image Restoration and Super-resolution with Physics-Aware Deep Learning for Biomedical Applications

    Mar 3, 2025Yuchen Xiang, Zhaolu Liu, Monica Emili Garcia-Segura +12Hyperspectral Image Super-ResolutionHyperspectral Image

    Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK · Department of Mathematics, Imperial College London, London, UK · Department of Clinical Neurosciences and NIHR Biomedical Research Centre, University of Cambridge, Cambridge, UK +4

  38. Filterless Snapshot Hyperspectral Imaging using Guided Patch Diffusion

    Dec 3, 2024Dean Hazineh, Luca Sacchi, Davide Cassara +2Hyperspectral ImageSignal Reconstruction

    Harvard University

  39. Hyperspectral Image Dataset for Benchmarking on Salient Object Detection

    Jun 29, 2018Nevrez Imamoglu, Yu Oishi, Xiaoqiang Zhang +4Hyperspectral ImageRgb-Thermal Object Detection

    Artificial Intelligence Research Center, National Institute of Advanced Industrial Science and Technology, Tokyo, Japan · School of Information Technology, Jiangxi University of Finance and Economics, Nanchang, China

  40. RoMu4o: A Robotic Manipulation Unit For Orchard Operations Automating Proximal Hyperspectral Leaf Sensing

    Date pendingMehrad Mortazavi, David J. Cappelleri, Reza EhsaniAgricultural RoboticsRobotic Perception

    Department of Mechanical Engineering, University of California, Merced, CA, 95343, USA · School of Mechanical Engineering and Weldon School of Biomedical Engineering (By Courtesy), Purdue University, West Lafayette, IN USA 47907