lumbar-spine-mri
The dataset contains 2.4 million lumbar spine MRI studies, focusing on vertebrae and intervertebral discs. Scans are accompanied by medical reports for diagnosing spinal diseases such as degenerative spinal disease, lumbar degenerative disease, and disc herniation. The dataset emphasizes sagittal T2‑weighted images of the spinal canal and uses the sagittal view for detailed spinal imaging. It supports segmentation algorithms and classification models to achieve accurate automatic segmentation and classification. Deep learning can be applied to assess spinal stenosis, detect degenerative changes, and segment spinal structures. The data include sagittal and axial views and are suitable for machine‑learning and medical‑diagnostic tasks. All patients consented to data release, and the data are de‑identified.
Description
Lumbar Spine MRI Scans - 2,4 million studies
概述
该数据集包含腰椎和腰椎间盘的MRI图像,重点关注椎骨和腰椎间盘。扫描附有医学报告,有助于诊断脊柱疾病,如退行性脊柱疾病、腰椎退行性疾病和椎间盘突出。该数据集强调腰椎区域的脊柱磁共振成像和脊髓管,并使用矢状T2加权图像捕捉详细的脊柱成像。
数据集内容
- ST000001: 包含9个研究的子文件夹。每个研究包括**.dcm和.jpg**格式的MRI扫描。
- DICOMDIR: 包含患者病情信息和访问文件的链接。
- Lumbar_Spine_MRI.pdf: 包含放射科医生提供的医学报告。
- .csv文件: 包含按条件和研究方法分类的研究数量。
医学报告内容
- 研究类型
- MRI机器(主要是Philips Intera 1.5T)
- 患者人口统计信息(年龄、性别、种族)
- 疾病简要病史(症状)
- 病例描述
- 初步诊断
- 进一步行动的建议
数据集特点
- 支持分割算法和分类模型,旨在实现准确的自动分割和分类结果。
- 适用于评估脊柱狭窄、检测退行性变化和分割脊柱结构。
- 包含矢状视图和轴向视图,适合机器学习和医学诊断任务。
- 所有患者同意数据发布,数据未识别。
数据集用途
- 探索椎间盘疾病、背痛和退行性变化。
- 提供丰富的诊断成像数据和分类模型及分割挑战的性能值。
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Topics
Source
Organization: huggingface
Created: 9/23/2024
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