Image Super-Resolution

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13 papers in the last four weeks, up 30% on the four weeks before. 0.1% of all new papers.

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  1. SRGAN-CKAN: Expressive Super-Resolution with Nonlinear Functional Operators under Minimal Resources

    May 2, 2026Roberto Isai Navaro-Aviña, Eduardo Said Merin-Martinez, Andres Mendez-Vazquez +1Kolmogorov-Arnold NetworksGenerative Adversarial Networks

    Cinvestav, Unidad Guadalajara Av. del Bosque 1145, El Bajio Zapopan, Jalisco, 45017, Mexico · Cinvestav, Unidad Tamaulipas Km. 5.5 Carretera Victoria - Soto La Marina Victoria, 87139, Tamaulipas, Mexico

  2. Faithful Extreme Image Rescaling with Learnable Reversible Transformation and Semantic Priors

    May 1, 2026Hao Wei, Yanhui Zhou, Chenyang Ge +2Diffusion Models for Image RestorationImage Restoration

    State Key Laboratory of Human-Machine Hybrid Augmented Intelligence, Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University · School of Information and Communications Engineering, Xi’an Jiaotong University · Department of Computer Science and Software Engineering, The University of Western Australia

  3. 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

  4. 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

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

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

    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

  6. MetaSR: Content-Adaptive Metadata Orchestration for Generative Super-Resolution

    Apr 29, 2026Jiaqi Guo, Mingzhen Li, Haohong Wang +1Image Super-Resolution

    Department of Electrical and Computer Engineering, Northwestern University, Evanston, Illinois, USA · TCL

  7. GramSR: Visual Feature Conditioning for Diffusion-Based Super-Resolution

    Apr 28, 2026Fabio D'Oronzio, Federico Putamorsi, Leonardo Zini +2Diffusion Models for Image RestorationDiffusion Model Fine-Tuning

    University of Modena and Reggio Emilia, Italy

  8. 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.

  9. Bridging Restoration and Generation Manifolds in One-Step Diffusion for Real-World Super-Resolution

    Apr 27, 2026Shyang-En Weng, Yi-Cheng Liao, Yu-Syuan Xu +2Diffusion Model InversionDiffusion Models for Image Restoration

    National Yang Ming Chiao Tung University, Hsinchu, Taiwan · MediaTek Inc., Taiwan

  10. BurstGP: Enhancing Raw Burst Image Super Resolution with Generative Priors

    Apr 26, 2026Dong Huo, Tristan Aumentado-Armstrong, Samrudhdhi B. Rangrej +8Diffusion Models for Image RestorationImage Super-Resolution

    AI Center - Toronto, Samsung Electronics · University of Toronto · Vector Institute +2

  11. LatentBurst: A Fast and Efficient Multi Frame Super-Resolution for Hexadeca-Bayer Pattern CIS images

    Apr 25, 2026Sangwook Baek, Vin Van Duong, Karam Park +1Image ReconstructionImage Super-Resolution

    Visual Technology Team, Samsung Research, Seoul, Republic of Korea

  12. Multiscale Super Resolution without Image Priors

    Apr 23, 2026Daniel Fu, Gabby Litterio, Pedro Felzenszwalb +1Image Super-ResolutionImage Inverse Problems

    Division of Applied Mathematics (Fu) and School of Engineering (Litterio, Felzenszwalb, Zia), Brown University, Providence, RI, 02906.

  13. SyMTRS: Benchmark Multi-Task Synthetic Dataset for Depth, Domain Adaptation and Super-Resolution in Aerial Imagery

    Apr 23, 2026Safouane El Ghazouali, Nicola Venturi, Michael Rueegsegger +1Domain AdaptationMonocular Depth Estimation

    TOELT LLC AI lab / HSLU Winterthur, Swintzerland · Competence Center for Artificial Intelligence and Simulation, armasuisse S+T, 3602 Thun, Switzerland

  14. VARestorer: One-Step VAR Distillation for Real-World Image Super-Resolution

    Apr 23, 2026Yixuan Zhu, Shilin Ma, Haolin Wang +6Autoregressive Image GenerationKnowledge Distillation

    Tsinghua University

  15. 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

  16. Efficient INT8 Single-Image Super-Resolution via Deployment-Aware Quantization and Teacher-Guided Training

    Apr 22, 2026Pham Phuong Nam Nguyen, Nam Tien Le, Thi Kim Trang Vo +1Efficient Neural Network InferenceQuantization-Aware Training

    University of Information Technology · 3Vietnam National University, Ho Chi Minh City · 2Ho Chi Minh City University of Technology

  17. Allo{SR}2^2: Rectifying One-Step Super-Resolution to Stay Real via Allomorphic Generative Flows

    Apr 21, 2026Zihan Wang, Xudong Huang, Junbo Qiao +4Flow MatchingDiffusion Model Distillation

    East China Normal University · Huawei Foundation Model Dept. · Key Laboratory of Advanced Theory and Application in Statistics and Data Science

  18. GS-STVSR: Ultra-Efficient Continuous Spatio-Temporal Video Super-Resolution via 2D Gaussian Splatting

    Apr 20, 2026Mingyu Shi, Xin Di, Long Peng +8Video Super-ResolutionImage Super-Resolution

    University of Science and Technology of China · Huawei Noahs Ark Lab

  19. Voronoi-guided Bilateral 2D Gaussian Splatting for Arbitrary-Scale Hyperspectral Image Super-Resolution

    Apr 20, 2026Jie Zhang, Jinkun You, Shi Chen +1Hyperspectral Image Super-ResolutionHyperspectral Imaging

    Department of Computer and Information Science University of Macau Macau, China

  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. The First Challenge on Mobile Real-World Image Super-Resolution at NTIRE 2026: Benchmark Results and Method Overview

    Apr 19, 2026Jiatong Li, Zheng Chen, Kai Liu +91Image Super-ResolutionOn-Device Inference

  22. 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

  23. From Zero to Detail: A Progressive Spectral Decoupling Paradigm for UHD Image Restoration with New Benchmark

    Apr 17, 2026Chen Zhao, Yunzhe Xu, Zhizhou Chen +5Frequency-Domain Image ProcessingImage Restoration

    State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing 210023, China · School of Computer Science and Technology, Dalian University of Technology, Dalian 116023, China · Department of Computer Science and Engineering, Michigan State University, East Lansing, MI 48824, U.S.A.

  24. MapSR: Prompt-Driven Land Cover Map Super-Resolution via Vision Foundation Models

    Apr 16, 2026Ruiqi Wang, Qi Yu, Jie Ma +1Land Cover ClassificationRemote Sensing

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

  25. The Fourth Challenge on Image Super-Resolution (×\times4) at NTIRE 2026: Benchmark Results and Method Overview

    Apr 16, 2026Zheng Chen, Kai Liu, Jingkai Wang +150Image RestorationImage Super-Resolution

  26. Spectral and Trajectory Regularization for Diffusion Transformer Super-Resolution

    Mar 6, 2026Jingkai Wang, Yixin Tang, Jue Gong +6Diffusion TransformerDiffusion Model Distillation

    Shanghai Jiao Tong University, China · Shenzhen Transsion Holdings Co., Ltd., China

  27. From Local Windows to Adaptive Candidates via Individualized Exploratory: Rethinking Attention for Image Super-Resolution

    Jan 13, 2026Chunyu Meng, Wei Long, Shuhang GuEfficient ViTsSparse Attention

    University of Electronic Science and Technology of China

  28. SwinIFS: Landmark Guided Swin Transformer For Identity Preserving Face Super Resolution

    Jan 4, 2026Habiba Kausar, Saeed Anwar, Omar Jamal Hammad +1Image Super-Resolution

    King Fahd University of Petroleum and Minerals, KSA · The University of Western Australia, Australia · The University of Regina, Canada

  29. 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

  30. MambaX: Image Super-Resolution with State Predictive Control

    Nov 22, 2025Chenyu Li, Danfeng Hong, Bing Zhang +3Visual SSMsImage Super-Resolution

    Southeast University, Nanjing 210096, China · Aerospace Information Research Institute, Chinese Academy of Sciences, 100094 Beijing, China, and the College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China, and also with the School of Mathematics, Southeast University, 210096 Nanjing, China · Department of Complexity Science and Engineering, Graduate School of Frontier Sciences, the University of Tokyo, Chiba 277-8561, Japan +1