Remote Sensing Benchmarks

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

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  1. Geometric Consistency Protocol for Foundation Model Features in Multi-View Satellite Imagery

    Jun 16, 2026Qiyan Luo, Jie Yang, Yingdong Pi +2Remote Sensing Image UnderstandingMulti-View Consistency

    State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University

  2. GeoDisaster: Benchmarking Orchestrated Agents for Operational Disaster Geo-Intelligence

    Jun 15, 2026Maram Hasan, Aman Verma, Savitra Roy +5Disaster Damage AssessmentRL for Language Model Reasoning

    Indian Institute of Technology Bombay · Mohamed bin Zayed University of Artificial Intelligence

  3. Beyond Templates: Revisiting Zero-Shot Remote Sensing through Meta-Prompting

    Jun 15, 2026Eirini Baltzi, Dionysis Christopoulos, Sotiris Spanos +2Remote Sensing Image UnderstandingZero-Shot Image Classification

    Remote Sensing Lab, National Technical University of Athens Athens, Greece · Department of Engineering and Sciences, Universitas Mercatorum Rome, Italy

  4. Hierarchical Fine-Grained Aerial Object Detection

    Jun 15, 2026Yan Zhang, Fang Xu, Wen Yang +1Visual Representation LearningHierarchical Representation Learning

    School of Computer Science, Wuhan University, Wuhan, 430072, China · School of Artificial Intelligence, Wuhan University, Wuhan, 430072, China · School of Electronic Information, Wuhan University, Wuhan, 430072, China

  5. AEF-Econ: Toward Plug-and-Play Socioeconomic Foundation Embeddings from AlphaEarth for Urban Remote Sensing

    Jun 15, 2026Shuyang Hou, Ziqi Liu, Haoyue Jiao +7Geospatial Foundation ModelsRemote Sensing

    State Key Laboratory of Information Engineering in Surveying, Mapping, and Remote Sensing, Wuhan University, Wuhan, China

  6. Towards UAV Image Dehazing: A UAV Atmospheric Scattering Model, Benchmark, and Geometry-Aware Deep Unfolding Network

    Jun 15, 2026Wenxuan Fang, Jiangwei Weng, Yu Zheng +5Image RestorationRemote Sensing Benchmarks

    School of Computer Science and Engineering, Nanjing University of Science and Technology

  7. Biomazon: A Multimodal Dataset for 3D Forest Structure and Biomass Modeling in the Amazon Basin

    Jun 3, 2026Sayan Mandal, Rocco Sedona, Simon Besnard +4Remote SensingRemote Sensing Benchmarks

    Jülich Supercomputing Centre (JSC), Forschungszentrum Jülich, 52428 Jülich, Germany · School of Engineering and Natural Sciences (SENS), University of Iceland, 102 Reykjav´ık, Iceland · Global Land Monitoring Group, GFZ Helmholtz Centre for Geosciences, Potsdam, Germany

  8. EarthShift: a benchmark for measuring robustness to real-world distribution shifts in Earth observation

    May 28, 2026Kelsey Doerksen, Hannah KernerDistribution Shift RobustnessGeospatial Foundation Models

    School of Computing and Augmented Intelligence Arizona State University

  9. RoadGIE: Towards A Global-Scale Aerial Benchmark for Generalizable Interactive Road Extraction

    May 26, 2026Chenxu Peng, Chenxu Wang, Yimian Dai +3Image SegmentationRemote Sensing Image Segmentation

    NKIARI, Shenzhen Futian · VCIP, CS, Nankai University · AAIS, Nankai University +1

  10. Beyond Appearance: Can Multimodal Large Language Models Exploit Vertical Structure for Remote Sensing Natural Scene Understanding?

    May 25, 2026Jing Huang, Duanchu Wang, Junjie Yang +5VLM EvaluationRemote Sensing Image Understanding

    School of Software Engineering, Xi’an Jiaotong University, Xi’an 710049, China · Shenyang Institute of Automation, University of Chinese Academy of Sciences, Shenyang, China · State Key Laboratory of Human-Machine Hybrid Augmented Intelligence, Xi’an Jiaotong University

  11. Benchmarking Composed Image Retrieval for Applied Earth Observation

    May 23, 2026Bill Psomas, Dionysis Christopoulos, Thanasis Petropoulos +6Disaster Damage AssessmentRemote Sensing

    Visual Recognition Group, Department of Cybernetics, Czech Technical University in Prague, Czechia · Remote Sensing Laboratory, School of Rural, Surveying and Geoinformatics Engineering, National Technical University of Athens, Greece · Institute of Informatics & Telecommunications, National Centre for Scientific Research “Demokritos”, Greece +1

  12. deadtrees.earth-aerial: A Multi-Resolution Aerial Image Dataset for Tree Cover and Mortality Detection

    May 19, 2026Ayushi Sharma, Clemens Mosig, Lukas Drees +9Remote Sensing Image SegmentationRemote Sensing

    Chair of Sensor-based Geoinformatics, University of Freiburg, Germany · Institute for Earth System Science and Remote Sensing, Leipzig University, Germany · EcoVision Lab, DM3L, University of Zurich, Switzerland +1

  13. ChronoEarth-492K: A Large Scale and Long Horizon Spatiotemporal Hyperspectral Earth Observation Dataset and Benchmark

    May 15, 2026Haozhe Si, Yuxuan Wan, Yuqing Wang +2Geospatial Foundation ModelsSelf-Supervised Time Series Representation Learning

    Department of Electrical and Computer Engineering · Siebel School of Computing and Data Science University of Illinois Urbana-Champaign, IL, USA

  14. ELDOR: A Dataset and Benchmark for Illegal Gold Mining in the Amazon Rainforest

    May 14, 2026Kangning Cui, Surendra Bohara, Suraj Prasai +12Remote Sensing Image SegmentationRemote Sensing

    Wake Forest University · City University of Hong Kong (Dongguan) · Duke University +7

  15. TERRA-CD: Multi-Temporal Framework for Multi-class and Semantic Change Detection

    May 14, 2026Omkar Oak, Rukmini Nazre, Rujuta Budke +1Remote Sensing Change DetectionRemote Sensing

    COEP Technological University, Pune, India · University of Massachusetts, Amherst, USA · North Carolina State University, USA

  16. UHR-Micro: Diagnosing and Mitigating the Resolution Illusion in Earth Observation VLMs

    May 12, 2026Shuo Ni, Tong Wang, Jing Zhang +5VLM EvaluationRemote Sensing Image Understanding

    National Key Laboratory of Science and Technology on Space-Born Intelligent Information Processing, Beijing Institute of Technology, Beijing, China · Zhongguancun Academy, Beijing, China · School of Computer Science, Wuhan University, Wuhan, China +2

  17. SenseBench: A Benchmark for Remote Sensing Low-Level Visual Perception and Description in Large Vision-Language Models

    May 11, 2026Chen Zhong, Xiao An, Jiaxing Sun +3VLM EvaluationRemote Sensing

    Wuhan University · Shanghai Artificial Intelligent Laboratory

  18. LithoBench: Benchmarking Large Multimodal Models for Remote-Sensing Lithology Interpretation

    May 8, 2026Jun Wang, Fengpeng Li, Hang Dong +2Remote Sensing Image UnderstandingLarge Vision-Language Models

    School of Computer Science, China University of Geosciences · PRADA Lab, King Abdullah University of Science and Technology · Department of Computer Science, University of Exeter

  19. Sentinel2Cap: A Human-Annotated Benchmark Dataset for Multimodal Remote Sensing Image Captioning

    May 4, 2026Lucrezia Tosato, Gianluca Lombardi, Ronny HanschRemote Sensing Image UnderstandingImage Captioning

    LIPADE, Université Paris Cité, 75006 Paris, France. · SAPIA, ONERA, Palaiseau, France. · LCQB, Sorbonne Université, CNRS, IBPS, 75005 Paris, France. +1

  20. EO-Gym: A Multimodal, Interactive Environment for Earth Observation Agents

    May 2, 2026Sai Ma, Zhuang Li, Sichao Li +4Spatiotemporal ReasoningRemote Sensing

    The Australian National University · Royal Melbourne Institute of Technology · University of Sydney +1

  21. 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

  22. 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

  23. 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

  24. RSRCC: A Remote Sensing Regional Change Comprehension Benchmark Constructed via Retrieval-Augmented Best-of-N Ranking

    Apr 22, 2026Roie Kazoom, Yotam Gigi, George Leifman +2Multimodal QARemote Sensing Benchmarks

    Google Research

  25. WildFireVQA: A Large-Scale Radiometric Thermal VQA Benchmark for Aerial Wildfire Monitoring

    Apr 22, 2026Mobin Habibpour, Niloufar Alipour Talemi, John Spodnik +2Thermal ImagingVisual Question Answering

    Clemson University

  26. Perturbation-Regularized Open-Vocabulary Remote Sensing Segmentation with Unified Multi-Domain Evaluation

    Apr 17, 2026Bingyu Li, Tao Huo, Haocheng Dong +4Image SegmentationRemote Sensing Image Segmentation

    Department of Electronic Engineering and Information Science, University of Science and Technology of China, China · Institute of Artificial Intelligence (TeleAI), China Telecom, P. R. China · School of Artificial Intelligence, OPtics and ElectroNics (iOPEN), Northwestern Polytechnical University, China

  27. Building Extraction from Remote Sensing Imagery under Hazy and Low-light Conditions: Benchmark and Baseline

    Apr 16, 2026Feifei Sang, Wei Lu, Hongruixuan Chen +2Remote Sensing Image SegmentationBuilding Footprint Extraction

    MOE Key Lab of ICSP, Anhui Provincial Key Lab of Multimodal Cognitive Computation, IMIS Lab of Anhui Province, School of Computer Science and Technology, Anhui University, Hefei, China · Graduate School of Frontier Sciences, The University of Tokyo, Chiba, 277-8561, Japan

  28. GeoHeight-Bench: Towards Height-Aware Multimodal Reasoning in Remote Sensing

    Mar 26, 2026Xuran Hu, Zhitong Xiong, Zhongcheng Hong +3Remote Sensing Image UnderstandingLarge Vision-Language Models

    KTH Royal Institute of Technology · Technical University of Munich · The Hong Kong University of Science and Technology (Guangzhou)

  29. OptiSAR-Net++: A Large-Scale Benchmark and Transformer-Free Framework for Cross-Domain Remote Sensing Visual Grounding

    Mar 25, 2026Xiaoyu Tang, Jun Dong, Jintao Cheng +1Remote SensingVision-Language Grounding

    School of Electronics and Information Engineering, and Xingzhi College, South China Normal University, Foshan 528225, China · School of Data Science and Engineering, and Xingzhi College, South China Normal University, Shanwei, 516600, China · Department of Electronic and Computer Engineering, Hong Kong University of Science and Technology, Hong Kong SAR, China +1

  30. NeSy-Route: A Neuro-Symbolic Benchmark for Constrained Route Planning in Remote Sensing

    Mar 17, 2026Ming Yang, Zhi Zhou, Shi-Yu Tian +3Remote Sensing Image UnderstandingRemote Sensing

    National Key Laboratory for Novel Software Technology, Nanjing University, China · School of Artificial Intelligence, Nanjing University, China · School of Intelligence Science and Technology, Nanjing University, China