FracAtlas: A Dataset for Fracture Classification, Localization and Segmentation of Musculoskeletal Radiographs

FracAtlas is a musculoskeletal bone fracture dataset with annotations for deep learning tasks like classification, localization, and segmentation. The dataset contains a total of 4,083 X-Ray images with annotation in COCO, VGG, YOLO, and Pascal VOC format. This dataset is made freely available for any purpose. The data provided within this work are free to copy, share or redistribute in any medium or format. The data might be adapted, remixed, transformed, and built upon. The dataset is licensed under a CC-BY 4.0 license. It should be noted that to use the dataset correctly, one needs to have knowledge of medical and radiology fields to understand the results and make conclusions based on the dataset. It's also important to consider the possibility of labeling errors.Furthermore, any publication that utilizes this resource should acknowledge the original paper, and the authors are encouraged to share their code and models to assist the research community in replicating the experiments and promoting the field of medical imaging.

搜集汇总

背景与挑战

背景概述

FracAtlas是一个肌肉骨骼骨折数据集，包含4,083张X射线图像，标注格式支持COCO、VGG、YOLO和Pascal VOC，适用于骨折分类、定位和分割等深度学习任务。数据集采用CC BY 4.0许可，可自由使用和修改，但需要医学专业知识以正确解读结果，并需注意标注错误可能。