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

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DataCite Commons2025-06-01 更新2024-08-18 收录
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https://figshare.com/articles/dataset/The_dataset/22363012/6
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资源简介:
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.

FracAtlas是一款肌肉骨骼骨折数据集,附带适用于分类、定位与分割等深度学习任务的标注信息。该数据集共包含4083张X射线图像,标注格式涵盖COCO、VGG、YOLO及Pascal VOC格式。本数据集可免费用于任何用途,使用者可自由复制、分享或以任意媒介与格式重新分发该数据,同时可对其进行适配、改编、转换及二次开发。该数据集采用CC-BY 4.0许可协议进行授权。需注意的是,若要正确使用该数据集,使用者需具备医学与放射学领域的专业知识,方可理解实验结果并基于该数据集得出合理结论;同时亦需警惕标注误差存在的可能性。此外,任何使用本资源的学术出版物均需引用原论文,且鼓励作者共享其代码与模型,以助力研究社区复现实验并推动医学成像领域的发展。
提供机构:
figshare
创建时间:
2023-11-25
搜集汇总
数据集介绍
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背景与挑战
背景概述
FracAtlas是一个包含4,083张肌肉骨骼X射线图像的数据集,支持骨折分类、定位和分割任务,提供多种标注格式。数据集采用CC-BY 4.0许可,需医学专业知识使用并需引用原始论文。
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