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<b>GF-7 Building: A benchmark dataset for building extraction from satellite images</b>

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DataCite Commons2025-06-01 更新2024-08-18 收录
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This study constructs a high-resolution (0.65 m) GaoFen-7 (GF-7) Building dataset utilizing the Chinese GF-7 imagery from Tianjin, Lanzhou, Chongqing, Ningbo, Guangzhou, and Shenzhen. The dataset comprises 5175 pairs of 512×512 image tiles (including 3106 pairs in the training set, 1034 pairs in the validation set, and 1035 pairs in the test set), totally covering an area of 573.17 km<sup>2</sup> in China. It contains a total of 170,015 buildings, out of which 145,327 buildings (84.8%) are distributed in urban areas, while the remaining 24,688 buildings (15.2%) are distributed across rural areas. These high-quality labels are mainly generated through manual digitization.

本研究基于中国天津、兰州、重庆、宁波、广州、深圳等地的高分七号(GaoFen-7, GF-7)遥感影像,构建了分辨率为0.65米的高分七号建筑数据集。该数据集包含5175组512×512的影像切片对,其中训练集3106组、验证集1034组、测试集1035组,总覆盖中国境内面积达573.17平方千米。数据集中共标注170015栋建筑,其中145327栋(占比84.8%)分布于城区,剩余24688栋(占比15.2%)分布于乡村区域。该数据集的高质量标注主要通过人工数字化作业完成。

提供机构:
figshare
创建时间:
2023-12-20
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