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The Steelcrack dataset consists of images captured directly from steel structures across various projects. It includes 3,300 training images, 525 validation images, and 530 test images, each sized 512 × 512 pixels. Some images originate from the first International Structural Health Monitoring Competition, while the remainder were provided by the authors and re‑annotated for finer granularity.