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Awesome Remote Sensing Vision-Language Datasets

DREAMS@ECNU  VisionXLab@SJTU 

Awesome Website Issue's Welcome Paper


By providing curated, high-quality dataset recommendations, this repository addresses the critical data needs for developing advanced Large Vision-Language Models (LVLMs) in Remote Sensing.

Inspired by the JE project, we have adopted GitHub Issues to manage our datasets. With the help of Labels, it's easy to filter the datasets we need. I won't go into extensive detail about the benefits of using GitHub Issues as a database, but if you're an open-source enthusiast, trust me, you'll love it.

We encourage researchers to submit outstanding results that we may have missed to the project's Issues. Please provide the essential information based on the provided template. Subsequently, we will add appropriate labels and update the README page accordingly. We also encourage users to join the discussion under each issue—sharing their experiences, feedback, and whether they would recommend the dataset to others.

🥳 New

🔥🔥🔥 Last Updated on 2026.01.01 🔥🔥🔥

  • 2026.01.01: LRS-VQA-Zoom

  • 2025.12.30: MM-UAVBench

  • 2025.12.28: BEDI, UrbanVideo-Bench, MOCO, LaSeRS, A2Seek

  • 2025.12.24: Geo3DVQA, GRASP-1K

  • 🚀🚀🚀 We will release the survey ASAP.

dara_type

Usage Demo:

  • Human Annotation:
  • Generated by GPT-4V:
  • Ultra High Resolution:
  • Temporal Understanding:

Summary of Contents

Comprehensive Data

Year Venue Country Name Download More
2024 CVPR United Arab Emirates GeoChat-Instruct Star
2024 ISPRS China SkyEye-968k Star
2024 TGRS China MMRS-1M Star
2024 NeurIPS Saudi Arabia VRSBench-Train Star
2024 arXiv China RS-GPT4V Star
2024 TGRS China RSVP Star
2024 ECCV China LHRS-Align & LHRS-Instruct Star
2024 arXiv China FIT-RS Star
2025 CVPR United States EarthDial-Instruct Star
2025 RS China DDFAV Star
2025 ICML United Arab Emirates GeoPixelD Star
2025 arXiv China Falcon_SFT Star
2025 AAAI China VersaD & HnstD & VariousRS-Instruct Star
2025 ICLR United States TEOChatlas Star
2025 ICASSP China ChangeChat-87k Star
2025 GRSM China GeoPixInstruct Star
2025 ICLR Japan SARLANG-1M Star
2025 arXiv China M-RSVP Star
2025 arXiv China RS-VL3M NaN
2025 ISPRS China LHRS-Align-Recap & LHRS-Instruct-Plus Star
2025 arXiv China FUSAR-GEOVL-1M Star
2025 NeurIPS China ScoreRS Star
2025 NeurIPS Japan DisasterM3 Star
2025 arXiv China SARVLM-1M NAN
2025 arXiv China RS-EoT-4K Star

Comprehensive Benchmarks

Year Venue Country Name Download More
2024 ICLR United States NAIP-OSM link
2024 CVPR United Arab Emirates GeoChat-Bench Star
2024 ECCV China LHRS-Bench Star
2024 NeurIPS Saudi Arabia VRSBench Star
2024 arXiv China FIT-RSFG Star
2024 arXiv China FIT-RSRC Star
2024 arXiv United States VLEO-Bench Star
2025 ICCV United Arab Emirates GEOBench-VLM Star
2025 AAAI China UrBench Star
2025 CVPR China XLRS-Bench Star
2025 NeurIPS China CHOICE Star
2025 ISPRS China RSIEval Star
2025 TGRS China AirSpatial Star
2025 arXiv China SARChat-Bench-2M Star
2025 arXiv China REOBench Star
2025 arXiv United Arab Emirates ThinkGeo Star
2025 arXiv China A2Seek Star

Task-specific Data

Image Captioning / Retrieval

Image Captioning and Retrieval tasks share the same dataset, consisting of images and their corresponding descriptions. The key difference is that captioning allows multiple textual descriptions per image.

Year Venue Country Name Download More
2016 CITS China UCM-Captions link
2016 CITS China Sydney-Captions link
2017 TGRS China RSICD Star
2021 TGRS China RSITMD Star
2022 TGRS China NWPU-Captions Star
2022 TGRS Italy UAV-Captions N/A
2022 TGRS China LEVIR-CC Star
2022 RS Saudi Arabia CapERA Star
2023 ISPRS China RSICap Star
2023 ICCV European Union LAION-EO link
2024 TGRS China RemoteCLIP Star
2024 TGRS China RS5M Star
2024 AAAI United States SkyScript Star
2025 ISPRS China RSTeller Star
2024 NeurIPS China MMM-RS Star
2024 drone China MOCO Star
2025 ISPRS China LuoJiaHOG N/A
2025 TGRS China FIT N/A
2025 arXiv China LRS2M Star
2025 arXiv Germany GeoLangBind-2M Star
2025 GRSM China Git-10M Star
2025 arXiv Greece GAIA Star
2025 ICCV China CVG-Text Star
2025 PKDD Germany Llama3-SSL4EOS12 Star
2025 arXiv China SPIE Star
2025 arXiv China GLEAM Star
2025 GRSM China Street2Sat-Text N/A
2025 GRSM China CVACT-Text N/A
2025 arXiv China SAR-TEXT Star
2025 NeurIPS China RSCC Star
2025 AAAI Australian Landsat30-AU-CAP Star
2025 ISPRS China SARCAP Star
2025 TGRS China MMSAR NaN

Visual Question Answering (VQA)

Year Venue Country Name Download More
2020 TGRS Netherlands RSVQA-LR & RSVQA-HR link
2021 IGARSS France RSVQAxBEN link
2021 Access United States FloodNet Star
2021 TGRS China RSIVQA Star
2022 TGRS Germany CDVQA Star
2022 IJRS Saudi Arabia VQA-TextRS N/A
2022 TGRS China CRSVQA Star
2024 TGRS China RemoteCount Star
2024 AAAI China EarthVQA Star
2024 arXiv United Arab Emirates GeoLLaVA Star
2024 arXiv China QAG-360K Star
2024 ISPRS Netherlands HRVQA link
2024 ISPRS China OSVQA link
2025 ICLR China MME-RealWorld Star
2025 arXiv China LRS-VQA Star
2025 arXiv China AgroMind Star
2025 ISPRS China AVI-Math Star
2025 arXiv China Earth-Bench Star
2025 NeruIPS China VICoT-HRSC NaN
2025 arXiv China GeoPlan-Bench Star
2025 arXiv China LRS-GRO Star
2025 AAAI Australian Landsat30-AU-VQA Star
2025 ISPRS Japan CitySet NaN
2025 ICML United States UnivEARTH NaN
2025 arXiv Japan Geo3DVQA Star
2025 arXiv China UrbanVideo-Bench Star
2025 arXiv China BEDI Star
2025 arXix China KnowFlow-Bench NaN
2025 arXiv China MM-UAVBench Star
2025 arXiv China LRS-VQA-Zoom Star

Visual Grounding

Year Venue Country Name Download More
2022 MM China RSVG link
2023 TGRS China DIOR-RSVG Star
2024 ECCV Singapore GeoText-1652 Star
2024 TGRS China RSVG-HR Star
2024 TGRS China OPT-RSVG Star
2024 TGRS Germany RRSIS (RefSegRS) link
2024 CVPR China RRSIS-D Star
2024 arXiv Singapore AAVG Star
2024 arXiv Singapore refGeo Star
2024 arXiv China RISBench Star
2025 ICCV China AerialVG Star
2025 arXiv China EarthReason Star
2025 arXiv United States GRES Star
2025 arXiv China RefDrone Star
2025 MM China RemoteSAM-270K Star
2025 arXiv China NWPU-Refer Star
2025 arXiv China GeoSeg-1M Star
2025 AAAI China RIS-LAD Star
2025 arXix China GRASP-1K NaN
2025 arXiv China LaSeRS Star

Meta Data

All remote sensing datasets used to construct the above-mentioned VL datasets.

Note that we do not include the metadata in the issue.

If you want to see how many datasets used the xBD metadata during construction,

Usage Demo: https://github.com/zytx121/Awesome-RS-SFT-Data/issues?q=is%3Aissue%20state%3Aopen%20xBD

Classification

Year Venue Keywords Name Download
2010 GIS UCM (UCMerced) link
2011 TGRS WHU-RS19 link
2015 GRSL RSSCN7 Star
2015 TGRS SIRI-WHU link
2015 SIGSPATIAL SAT-4 & SAT-6 link
2015 TGRS Sydney N/A
2016 JARS RS C11 link
2017 TGRS RSD46-WHU link
2017 TGRS AID link
2017 Proc. IEEE NWPU-RESISC45 link
2018 Website Hefei link
2018 DP Hurricane Damage link
2018 TGRS OPTIMAL31 link
2018 ISPRS PatternNet link
2018 CVPR fMoW Star
2019 JSTARS EuroSAT link
2019 IGARSS BigEarthNet link
2019 GRSM So2Sat link
2020 Website AiRound link
2020 Website airplane_det link
2020 Sensor CLRS link
2020 Sensor RSI-CB Star
2020 ISPRS MLRSNet Star
2021 Website ship_det link
2021 JSTARS MillionAID link
2021 TGRS MultiScene Star
2021 JSTARS NaSC-TG2 link
2021 KSE DSCR Star
2021 RS FGSCR-42 Star
2021 IJAEOG WHU-OPT-SAR Star
2022 arXiv METER-ML link
2022 RS MRSSC2.0 link
2023 ICCVW SATIN link
2023 DICTA FireRisk Star
2025 JAS MEET Star

Detection

  • SAR: Synthetic Aperture Radar
  • IR: Infrared
  • Attrs: Object-level Attribute Understanding
Year Venue Keywords Name Download
2012 TPAMI SZTAKI link
2014 ISPRS NWPU VHR-10 link
2015 ICIP UCAS-AOD Star
2016 ECCV S-Drone link
2016 ECCV COWC link
2017 ICPRAM HRSC2016 link
2017 TGRS RSOD Star
2017 TIP LEVIR link
2017 ICCV CARPK link
2017 BIGSARDATA SAR SSDD link
2018 CVPR DOTA link
2018 Kaggle ASD link
2018 arXiv xView link
2018 Website DeepGlobe Detection link
2018 ICIP ITCVD link
2019 TGRS HRRSD Star
2019 JR SAR AIR-SARShip-2.0 link
2019 MEE AerialAnimal link
2019 Website SPCD link
2020 ISPRS DIOR link
2020 ICRA AU-AIR link
2020 Access SAR HRSID Star
2020 Website Oceanic-Ship link
2020 Website RarePlanes link
2021 Website Forest Damages link
2021 RS S2-SHIPS link
2021 JSTARS ShipRSImagerNet link
2021 TPAMI VisDrone Star
2021 Website Sea-Shipping link
2021 Website IR Infrared-Security link
2021 Website Aerial-Mancar link
2021 Website Double-Light-Vehicle link
2021 Website Marine Debris link
2021 PCBI NEON-Tree link
2021 RS SAR SRSDD Star
2022 JR SAR MSAR link
2022 JRS MAR20 link
2022 ISPRS FAIR1M link
2022 IJGI VHRShips link
2022 TGRS LEVIR-Ship Star
2023 TPAMI SODA-A link
2023 SD HIT-UAV Star
2024 Website Deforestation link
2024 TPAMI GLH-Bridge Star
2024 NeurIPS SARDet-100K Star
2025 TPAMI SGG STAR Star
2025 CVPR SAR RSAR Star
2025 arXiv Attrs EVAttrs-95K Star

Segmentation

Year Venue Keywords Name Download
2017 IGARSS Inria link
2018 RS DLRSD link
2018 Website Vaihingen link
2018 Website Potsdam link
2018 Website Toronto link
2018 Website DeepGlobe Land Cover link
2019 CVPRW iSAID link
2019 ICCV SkyScapes link
2020 FAI CrowdAI link
2020 Website BHP Watertanks link
2020 RSE GID-15 link
2020 arXiv Hi-UCD link
2020 ISPRS UAVid link
2021 TGRS GEONRW link
2021 arXiv LoveDA Star
2022 ML MiniFrance link
2023 JRS Globe230k link
2023 NeurIPS SAMRS Star
2023 SR STARCOP Star
2024 arXiv ChatEarthNet Star
2024 arXiv FineGrip N/A

Change Detection

Year Venue Keywords Name Download
2018 Archives CDD link
2018 TGRS WHU-CD link
2019 arXiv xBD Star
2019 CVIU HRSCD link
2020 ISPRS DSIFN Star
2020 RS LEVIR-CD link
2020 arXiv SECOND link
2021 ICCV PASTIS Star
2021 RS LEVIR-CD+ Star
2021 RS S2Looking Star
2021 TGRS SYSU-CD Star
2021 CVPRW QFabric link
2022 JSTARS MSBC Star
2022 JSTARS MSOSCD Star
2022 ISPRS NJDS link
2023 GRSL EGY BCD Star
2023 arXiv FPCD link
2023 ISPRS GVLM Star
2024 JRS MtSCCD link
2024 ECCV MUDS link
2024 TGRS LEVIR-MCI Star

Others

  • SGG: Scene Graph Generation
  • Geo-Loc.: Geo-Localization
  • ER: Event Recognition
Year Venue Keywords Name Download
2017 CVPR Geo-Loc. CVUSA Star
2018 arXiv SEN1-2 link
2019 CVPR Geo-Loc. CVACT Star
2020 CVPRW SpaceNet6 link
2020 MM Geo-Loc. University-1652 Star
2020 GRSM ER ERA Star
2023 GRSM DFC2023 link
2023 ICCV SatlasPretrain link
2023 ICCV GeoPile Star
2023 GRSM SSL4EO-S12 Star
2024 ISCRAM QuakeSet link
2024 LNCS TreeSatAI-TS Star
2025 arXiv OpenLandMap Star
2025 arXiv OpenEarthMap-SAR link
2025 ICCV CrossText2Loc Star

Papers

Multimodal Large Language Models

Year Venue Keywords Name Download
2024 CVPR GeoChat: Grounded Large Vision-Language Model for Remote Sensing Star
2024 ISPRS SkyEyeGPT: Unifying Remote Sensing Vision-Language Tasks via Instruction Tuning with Large Language Model Star
2024 TGRS Earthgpt: A universal multi-modal large language model for multi-sensor image comprehension in remote sensing domain Star
2024 ECCV LHRS-Bot: Empowering Remote Sensing with VGI-Enhanced Large Multimodal Language Model Star
2024 arXiv Popeye: A Unified Visual-Language Model for Multi-Source Ship Detection from Remote Sensing Imagery N/A
2024 arXiv Large Language Models for Captioning and Retrieving Remote Sensing Images N/A
2024 RS RS-LLaVA: A Large Vision-Language Model for Joint Captioning and Question Answering in Remote Sensing Imagery Star
2024 arXiv SkySenseGPT: A Fine-Grained Instruction Tuning Dataset and Model for Remote Sensing Vision-Language Understanding Star
2024 TGRS EarthMarker: A Visual Prompt Learning Framework for Region-level and Point-level Remote Sensing Imagery Comprehension Star
2024 arXiv Aquila: A Hierarchically Aligned Visual-Language Model for Enhanced Remote Sensing Image Comprehension N/A
2024 arXiv Large Vision-Language Models for Remote Sensing Visual Question Answering N/A
2024 arXiv GeoGround: A Unified Large Vision-Language Model for Remote Sensing Visual Grounding Star
2025 ISPRS LHRS-Bot-Nova: Improved Multimodal Large Language Model for Remote Sensing Vision-Language Interpretation Star
2024 arXiv GeoLLaVA: Efficient Fine-Tuned Vision-Language Models for Temporal Change Detection in Remote Sensing N/A
2024 TGRS RingMoGPT: A Unified Remote Sensing Foundation Model for Vision, Language, and grounded tasks N/A
2024 arXiv RSUniVLM: A Unified Vision Language Model for Remote Sensing via Granularity-oriented Mixture of Experts Star
2024 arXiv UniRS: Unifying Multi-temporal Remote Sensing Tasks through Vision Language Models Star
2024 arXiv REO-VLM: Transforming VLM to Meet Regression Challenges in Earth Observation N/A
2025 TGRS RS-MoE: Mixture of Experts for Remote Sensing Image Captioning and Visual Question Answering N/A
2025 ICLR TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation Data Star
2025 AAAI VHM: Versatile and Honest Vision Language Model for Remote Sensing Image Analysis Star
2025 CVPR EarthDial: Turning Multi-sensory Earth Observations to Interactive Dialogues Star
2025 GRSM GeoPix: Multi-Modal Large Language Model for Pixel-level Image Understanding in Remote Sensing Star
2025 ICML GeoPixel: Pixel Grounding Large Multimodal Model in Remote Sensing Star
2025 arXiv Quality-Driven Curation of Remote Sensing Vision-Language Data via Learned Scoring Models N/A
2025 arXiv GeoLangBind: Unifying Earth Observation with Agglomerative Vision-Language Foundation Models Star
2025 IGARSS LMMRotate: A Simple Aerial Detection Baseline of Multimodal Language Models Star
2025 arXiv When Large Vision-Language Model Meets Large Remote Sensing Imagery: Coarse-to-Fine Text-Guided Token Pruning Star
2025 arXiv Falcon: A Remote Sensing Vision-Language Foundation Model Star
2025 arXiv OmniGeo: Towards a Multimodal Large Language Models for Geospatial Artificial Intelligence N/A
2025 CVPR XLRS-Bench: Could Your Multimodal LLMs Understand Extremely Large Ultra-High-Resolution Remote Sensing Imagery? Star
2025 arXiv EagleVision: Object-level Attribute Multimodal LLM for Remote Sensing Star
2025 arXiv SegEarth-R1: Geospatial Pixel Reasoning via Large Language Model Star
2025 arXiv EarthGPT-X: Enabling MLLMs to Flexibly and Comprehensively Understand Multi-Source Remote Sensing Imagery NaN
2025 ISPRS Rsgpt: A remote sensing vision language model and benchmark Star
2025 arXiv SARChat-Bench-2M: A Multi-Task Vision-Language Benchmark for SAR Image Interpretation Star
2025 arXiv LISAt: Language-Instructed Segmentation Assistant for Satellite Imagery Star
2025 GRSM ImageRAG: Enhancing Ultra High Resolution Remote Sensing Imagery Analysis with ImageRAG Star
2025 arXiv RingMo-Agent: A Unified Remote Sensing Foundation Model for Multi-Platform and Multi-Modal Reasoning NaN
2025 arXiv VectorLLM: Human-like Extraction of Structured Building Contours vis Multimodal LLMs NaN
2025 arXiv RemoteReasoner: Towards Unifying Geospatial Reasoning Workflow NaN
2025 arXiv RS-OOD: A Vision-Language Augmented Framework for  Out-of-Distribution Detection in Remote Sensing NaN
2025 arXiv MSNav: Zero-Shot Vision-and-Language Navigation with Dynamic Memory and LLM Spatial Reasoning NaN
2025 ECML PKDD 2025 Beyond the Visible: Multispectral Vision-Language Learning for Earth Observation Star
2025 IEEE Satellite Image Synthesis From Street View With Fine-Grained Spatial Textual Guidance: A novel framework NaN
2025 arXiv RS-vHeat: Heat Conduction Guided Efficient Remote Sensing Foundation Model NaN
2025 arXiv Geo-R1: Improving Few-Shot Geospatial Referring Expression Understanding with Reinforcement Fine-Tuning Star
2025 arXiv Look Where It Matters: Training-Free Ultra-HR Remote Sensing VQA via Adaptive Zoom Search NaN
2025 arXiv GeoZero: Incentivizing Reasoning from Scratch on Geospatial Scenes NaN

Vision-Language Pre-training Models

Year Venue Keywords Name Download
2023 TGRS Parameter-Efficient Transfer Learning for Remote Sensing Image–Text Retrieval Star
2023 JAG RS-CLIP: Zero Shot Remote Sensing Scene Classification via Contrastive Vision-Language Supervision Star
2024 TGRS RS5M and GeoRSCLIP: A Large Scale Vision-Language Dataset and A Vision-Language Foundation Model for Remote Sensing Star
2024 ICLR Remote Sensing Vision-Language Foundation Models without Annotations via Ground Remote Alignment Project
2024 AAAI SkyScript: A Large and Semantically Diverse Vision-Language Dataset for Remote Sensing Star
2024 arXiv Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment N/A
2024 TGRS RemoteCLIP: A Vision Language Foundation Model for Remote Sensing Star
2025 arXiv LRSCLIP: A Vision-Language Foundation Model for Aligning Remote Sensing Image with Longer Text Star
2025 PKDD Beyond the Visible: Multispectral Vision-Language Learning for Earth Observation Star
2025 ICCV Copernicus: Towards a Unified Copernicus Foundation Model for Earth Vision Star
2025 arXiv SkySense V2: A Unified Foundation Model for Multi-modal Remote Sensing N/A
2025 arXiv CGEarthEye: A High-Resolution Remote Sensing Vision Foundation Model Based on the Jilin-1 Satellite Constellation N/A

Intelligent Agents

Year Venue Keywords Name Download
2023 arXiv Tree-GPT: Modular Large Language Model Expert System for Forest Remote Sensing Image Understanding and Interactive Analysis N/A
2024 IGARSS Remote Sensing ChatGPT: Solving Remote Sensing Tasks with ChatGPT and Visual Models Star
2024 ICLRW Evaluating Tool-Augmented Agents in Remote Sensing Platforms N/A
2024 arXiv GeoLLM-Engine: A Realistic Environment for Building Geospatial Copilots N/A
2024 arXiv RS-Agent: Automating Remote Sensing Tasks through Intelligent Agents N/A
2024 TGRS Change-Agent: Toward Interactive Comprehensive Remote Sensing Change Interpretation and Analysis Star
2025 CVPR PEACE: Empowering Geologic Map Holistic Understanding with MLLMs Star
2025 TGRS AirSpatialBot: A Spatially Aware Aerial Agent for Fine-Grained Vehicle Attribute Recognition and Retrieval Star

Survey

Year Venue Keywords Name Download
2023 IGARSS An Agenda for Multimodal Foundation Models for Earth Observation N/A
2023 GISWU Large Remote Sensing Model: Progress and Prospects N/A
2023 JSTARS Brain-Inspired Remote Sensing Foundation Models and Open Problems: A Comprehensive Survey N/A
2023 arXiv On the Promises and Challenges of Multimodal Foundation Models for Geographical, Environmental, Agricultural, and Urban Planning Applications N/A
2024 GRSM Vision-Language Models in Remote Sensing: Current Progress and Future Trends N/A
2024 arXiv On the Foundations of Earth and Climate Foundation Models N/A
2024 arXiv Towards Vision-Language Geo-Foundation Model: A Survey Star
2024 SB Foundation model for generalist remote sensing intelligence: Potentials and prospects N/A
2024 arXiv Advancements in Visual Language Models for Remote Sensing: Datasets, Capabilities, and Enhancement Techniques Star
2024 arXiv Foundation Models for Remote Sensing and Earth Observation: A Survey Star
2024 GRSM When Geoscience Meets Foundation Models: Toward a general geoscience artificial intelligence system N/A
2025 JAG Towards the next generation of Geospatial Artificial Intelligence N/A
2025 Innovation Unleashing the potential of remote sensing foundation models via bridging data and computility islands N/A
2025 arXiv A Survey on Remote Sensing Foundation Models: From Vision to Multimodality Star
2025 IEEE Regression in Earth Observation: Are vision–language models up to the challenge? N/A

Exploration

Year Venue Keywords Name Download
2023 arXiv GPT4GEO: How a Language Model Sees the World's Geography Star
2023 arXiv Charting New Territories: Exploring the Geographic and Geospatial Capabilities of Multimodal LLMs Star
2023 arXiv The Potential of Visual ChatGPT For Remote Sensing N/A

Awesome Lists

Name Download
satellite-image-deep-learning Star
Awesome Satellite Imagery Datasets Star
Awesome-Remote-Sensing-Foundation-Models Star
Awesome-Remote-Sensing-Multimodal-Large-Language-Models Star
Awesome Visual Language Models papers and resources for Earth Observation Star
Awesome remote sensing vision language models Star
Vision-Language Geo-Foundation Models Star
Awesome Remote Sensing Vision-Language Models & Papers Star
awesome-remote-image-captioning Star
Foundation Models for Remote Sensing and Earth Observation Star
Awesome VLMs in RS Star
Remote Sensing Foundation Models Star

Citation

If you find our survey and repository useful for your research project, please consider citing our paper:

Contact

yzhou@geoai.ecnu.edu.cn

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