Remote Sensing Image Super-Resolution

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  1. Multi-Task Partially Supervised Learning for Super-Resolution and Semantic Segmentation on Earth Observation data

    Oct 5, 2026Hoàng-Ân Lê, Minh-Tan Pham, Solange Lemai-Chenevier +1Remote Sensing Image SegmentationRemote Sensing Image Super-Resolution

    Universit´e Bretagne Sud, IRISA, UMR 6074, Vannes, France · Centre National d’Etudes Spatiales (CNES), Toulouse, France

  2. ProSR: Semantic-Prototype-Guided Discrete Modeling for Physically Consistent SAR Super-Resolution

    Sep 2, 2026Byoungwoo Kim, Munchurl KimRemote Sensing Image Super-Resolution

    Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea

  3. OGG-FR: Orthogonal Gradient Gaming and Frequency Rectification for Unmanned Aerial Vehicle Infrared Image Super-Resolution

    Aug 10, 2026Yongsong Huang, Qingzhong Wang, Xiaofeng Liu +3Remote Sensing Image Super-ResolutionMulti-Objective Optimization

    Tohoku University · Amazon Web Services · Yale University

  4. RoughNet: Mapping Arctic Sea Ice Roughness Using Diffusion-Based Super-Resolution of Satellite Imagery

    Jul 15, 2026Tessa Cannon, Michel Tsamados, Petru Manescu +5Remote Sensing Image Super-ResolutionRemote Sensing

    Department of Computer Science, University College London · Department of Earth Sciences, University College London · Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research, Bremerhaven, Germany +1

  5. Recovering Cloud Microstructures with Cascaded Diffusion Inversion

    Jul 6, 2026Hanan Gani, Guy Pulik, Daniel Rosenfeld +2Diffusion Model InversionDiffusion Models for Image Restoration

    Mohamed Bin Zayed University of Artificial Intelligence · University of California, San Diego · Hebrew University of Jerusalem

  6. Air Quality Downscaling with Station-Guided Pseudo-Supervision

    Jul 6, 2026Guorun Wang, Simone Foti, Andreas D. Demou +5Remote Sensing Image Super-ResolutionAir Quality Prediction

    Imperial College London, UK · The Cyprus Institute, Cyprus · Northeastern University London, UK +1

  7. Mind the Gap: Quantifying the Domain Gap in Cross-Sensor Diffusion Super-Resolution

    Jun 26, 2026Dawid Kopeć, Katarzyna Jabłońska, Wojciech Kozłowski +1Synthetic-to-Real Domain AdaptationDiffusion Models for Image Restoration

    WUST, Wybrzeże Stanisława Wyspiańskiego 27, 50-370 Wrocław, Poland · Tooploox, Tęczowa 7, 53-601 Wrocław, Poland

  8. GSPan: A Continuous Gaussian Primitive Representation for Arbitrary-Scale Pansharpening

    Jun 16, 2026Fangyi Li, Xiaoyuan Yang, Yixiao Li +3Remote Sensing Image Super-ResolutionRemote Sensing

    Beihang University, School of Mathematical Sciences, Beijing, 102206, China · Tsinghua University, Department of Automation, Beijing, 100084, China · National Research Council - Institute of Methodologies for Environmental Analysis, CNR-IMAA, Tito, 85050, Italy

  9. NGram-MoSE: Efficient Remote Sensing Super-Resolution via N-Gram Context and Mixture-of-Experts

    Jun 7, 2026Yun-Hsuan Huang, Trong-An Bui, Chih-Hung ChuangOOD GeneralizationRemote Sensing Image Super-Resolution

    Institute of Aerospace and Systems Engineering, National Taipei University of Technology, Taipei City, Taiwan.

  10. Flow-based Gaussian Splatting for Continuous-Scale Remote Sensing Image Super-Resolution

    May 21, 2026Jiangwei Mo, Xi Lu, Hanlin WuRemote Sensing Image Super-ResolutionImage Super-Resolution

    School of Information Science and Technology, Beijing Foreign Studies University, Beijing 100089, China

  11. HyperBench: Standardizing and Scaling Synthetic Evaluation for Hyperspectral Super-Resolution

    May 20, 2026Ritik Shah, Marco F. DuarteBenchmark DesignRemote Sensing Image Super-Resolution

    University of Massachusetts Amherst, MA 01003

  12. Learning to Balance: Decoupled Siamese Diffusion Transformer for Reference-Based Remote Sensing Image Super-Resolution

    May 18, 2026Bin Luo, Runmin Dong, Zhaoyang Luo +4Diffusion Models for Image RestorationDiffusion Transformer

    Tsinghua Shenzhen International Graduate School, Shenzhen, China · Sun Yat-sen University, Zhuhai, China · Tsinghua University, Beijing, China +1

  13. Spatial-Frequency Gated Swin Transformer for Remote Sensing Single-Image Super-Resolution

    May 10, 2026Md Aminur Hossain, Parekh Valkesh, Ayush V. Patel +3Remote Sensing Image UnderstandingVision Transformer

    Space Applications Centre, ISRO, Ahmedabad, India · New L J Institute of Engineering and Technology, Ahmedabad, India · Pandit Deendayal Energy University, Gandhinagar, India +2

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

    May 4, 2026Mete Ahishali, Anis Ur Rahman, Einari Heinaro +2Remote Sensing Image SegmentationUnsupervised Domain Adaptation

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

  15. SlimDiffSR: Toward Lightweight and Efficient Remote Sensing Image Super-Resolution via Diffusion Model Distillation

    May 4, 2026Ce Wang, Zhenyu Hu, Wanjie SunDiffusion Model DistillationRemote Sensing Image Super-Resolution

    School of Remote Sensing and Information Engineering, Wuhan University; Wuhan 430079, China

  16. Flow matching for Sentinel-2 super-resolution: implementation, application, and implications

    May 1, 2026Dakota Hester, Vitor S. Martins, Lucas B. Ferreira +2Flow MatchingLand Cover Classification

    Department of Agricultural and Biological Engineering, Mississippi State University · North Mississippi Research and Extension Center, Mississippi State University

  17. Beyond Visual Fidelity: Benchmarking Super-Resolution Models for Large-Scale Remote Sensing Imagery via Downstream Task Integration

    May 1, 2026Zhili Li, Kangyang Chai, Zhihao Wang +6Remote Sensing Image Super-ResolutionRemote Sensing

    University of Maryland · University of Pittsburgh · Worcester Polytechnic Institute +1

  18. Edge-Cloud Collaborative Reconstruction via Structure-Aware Latent Diffusion for Downstream Remote Sensing Perception

    Apr 28, 2026Yun Li, Xianju LiDiffusion Models for Image RestorationEdge Computing

    School of Computer Science, China University of Geosciences, Wuhan, Hubei, China.

  19. The First Challenge on Remote Sensing Infrared Image Super-Resolution at NTIRE 2026: Benchmark Results and Method Overview

    Apr 23, 2026Kai Liu, Haoyang Yue, Zeli Lin +65Remote Sensing Image Super-ResolutionRemote Sensing

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

    Apr 19, 2026Hyam Omar Ali, Antoine Crosnier, Romain Abraham +3Self-Supervised LearningRemote Sensing Image Super-Resolution

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

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

    Apr 18, 2026Yiheng Chen, Zihui Ma, Peishi Jiang +6Diffusion Model GuidanceRemote Sensing Image Super-Resolution

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

  22. SERA-H: Super-Resolution of Sentinel Time Series for Fine-Scale Canopy Height Mapping

    Dec 19, 2025Thomas Boudras, Martin Schwartz, Rasmus Fensholt +6Remote Sensing Image Super-ResolutionRemote Sensing

    Laboratoire des Sciences du Climat et de l’Environnement (LSCE), CEA, CNRS, UVSQ, Université Paris-Saclay, Gif-sur-Yvette, France · Department of Geography and Geology, University of Copenhagen, Øster Voldgade 10, Copenhagen, DK-1350, Denmark · Kayros SAS, Paris, 75009, France +2