x-harvey
收藏DataONE2025-05-16 更新2025-11-01 收录
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https://search.dataone.org/view/sha256:6728035e324c020b95bde7f184aa5862a80ee29d6f3ed7ec735e01a39344ff9c
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资源简介:
This dataset captures the impact of Hurricane Harvey, a Category 4 hurricane that caused catastrophic flooding in Texas and Louisiana in August 2017, resulting in over 100 fatalities. It focuses on affected areas of Houston, Texas, originally divided into east and west regions with 469 and 461 Sentinel-2 image tiles, respectively. Each tile includes pre- and post-flood Sentinel-2 images, SAR coherence and intensity images, and building footprints marking damaged and undamaged structures before and after the disaster, provided at three spatial resolutions (1m, 2m, and 10m). Building footprints were sourced from OpenStreetMap, and flooded building labels were crowd-sourced via the MAXAR open data program. In this version, the original train/test split has been adjusted to new train, validation, and test sets to reduce distribution shifts and improve model evaluation. The very high-resolution WorldView imagery (2262×1972 pixels at 1m resolution) has been excluded. This dataset is used primarily for segmentation and change detection tasks related to flood impact assessment.
创建时间:
2025-10-29



