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infinite-dataset-hub/GlobalEyeSAR

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Hugging Face2024-08-22 更新2025-04-12 收录
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--- license: mit tags: - infinite-dataset-hub - synthetic --- # GlobalEyeSAR tags: satellite, SAR, land cover _Note: This is an AI-generated dataset so its content may be inaccurate or false_ **Dataset Description:** The GlobalEyeSAR dataset comprises satellite Synthetic Aperture Radar (SAR) imagery from a global satellite constellation, each image labeled with corresponding land cover classifications. The dataset is intended for machine learning models that perform land cover classification using SAR imagery. It includes a variety of labels that represent different land cover types such as urban areas, forests, water bodies, agricultural lands, and more. The CSV file includes image identifiers, the file path to the image, and the associated label(s). **CSV Content Preview:** ``` id,image_path,labels 1,/images/globalEyeSAR/landsat8/urban_area_0001.tif,Urban 2,/images/globalEyeSAR/sentinel_1/forest_0002.tif,Forest 3,/images/globalEyeSAR/sentinel_2/water_0003.tif,Water 4,/images/globalEyeSAR/landsat_7/agricultural_0004.tif,Agriculture 5,/images/globalEyeSAR/sentinel_1/coastal_0005.tif,Coastal ``` Note: The dataset is hypothetical and the file paths, image identifiers, and labels are invented for illustration purposes. In a real-world scenario, the dataset would require extensive preprocessing, cleaning, and validation before being used for machine learning tasks. **Source of the data:** The dataset was generated using the [Infinite Dataset Hub](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub) and microsoft/Phi-3-mini-4k-instruct using the query 'satellite sar images': - **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=satellite+sar+images&dataset=GlobalEyeSAR&tags=satellite,+SAR,+land+cover - **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct - **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub

--- 许可证:MIT许可证 标签: - 无限数据集中心(Infinite Dataset Hub) - 合成数据集 --- # GlobalEyeSAR 标签:卫星、合成孔径雷达(Synthetic Aperture Radar,SAR)、土地覆盖 注意:本数据集由人工智能生成,其内容可能存在不准确或虚假之处 **数据集概述:** GlobalEyeSAR数据集包含来自全球卫星星座的卫星合成孔径雷达(Synthetic Aperture Radar,SAR)影像,每幅影像均配有对应的土地覆盖分类标签。本数据集旨在服务于基于SAR影像开展土地覆盖分类的机器学习模型,涵盖多种土地覆盖类型标签,包括城市区域、森林、水体、农用地等。CSV文件包含影像标识符、影像文件路径以及关联的标签。 **CSV内容示例:** id,image_path,labels 1,/images/globalEyeSAR/landsat8/urban_area_0001.tif,Urban 2,/images/globalEyeSAR/sentinel_1/forest_0002.tif,Forest 3,/images/globalEyeSAR/sentinel_2/water_0003.tif,Water 4,/images/globalEyeSAR/landsat_7/agricultural_0004.tif,Agriculture 5,/images/globalEyeSAR/sentinel_1/coastal_0005.tif,Coastal 注意:本数据集为假想数据集,文件路径、影像标识符及标签均为示例虚构内容。在实际应用场景中,该数据集在用于机器学习任务前,需经过全面的预处理、清洗与验证流程。 **数据来源:** 本数据集通过[无限数据集中心(Infinite Dataset Hub)]与微软Phi-3-mini-4k-instruct大语言模型,以查询词“卫星SAR影像”生成: - **数据集生成页面**:https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=satellite+sar+images&dataset=GlobalEyeSAR&tags=satellite,+SAR,+land+cover - **所用模型**:https://huggingface.co/microsoft/Phi-3-mini-4k-instruct - **更多数据集**:https://huggingface.co/datasets?other=infinite-dataset-hub

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