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The San Francisco Flood Aftermath (SFFA) dataset is a challenging query set of social media imagery from 2018 to 2024, featuring adverse conditions like nighttime and heavy rain. The Global Flood Aftermath (GFA) dataset contains 1,283 samples for training and validation, annotated with multi-axis severity labels. Author Zihua Zhu published this 1.7 GB collection on figshare under a CC-BY-4.0 license, last updated in April 2026.
File formats include JSONL, ZIP, and XLSX; users should be prepared to handle multiple data types.