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The FracAtlas dataset is a musculoskeletal radiographic image collection for fracture classification, localisation, and segmentation. It includes 4,083 X‑ray images (717 with fractures) and provides annotations in COCO, VGG, YOLO, and Pascal VOC formats. The dataset is intended for deep‑learning tasks in medical imaging, particularly fracture understanding. It is freely available under CC‑BY 4.0.