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RSNA Lumbar Spine Degenerative Classification Dataset (RSNA-LSDD)

computer vision csv labeled life sciences machine learning medical image computing medical imaging radiology

Description

The Radiological Society of North America Lumbar Spine Degenerative Classification dataset (RSNA-LSDD) is a collection of over 2,600 magnetic resonance imaging (MR) scans of the lumbar spine annotated by a cohort of about 60 volunteer radiologists recruited by the RSNA, the American Society for Spine Radiology and the American Society of Neuroradiology to identify the location and severity of five degenerative conditions across the five intervertebral disc levels (L1/L2, L2/L3, L3/L4, L4/L5, and L5/S1). The imaging data, comprising over 8,500 image series (Sagittal “T2”, Axial T2 and Sagittal T1), was provided by twelve institutions from across the globe. Initially compiled in 2024 for the RSNA Lumbar Spine Degenerative Classification AI Challenge hosted on Kaggle competition platform (https://www.kaggle.com/competitions/rsna-2024-lumbar-spine-degenerative-classification), it represents the largest publicly available collection of its kind. Additional information on the dataset and how to make use of it is provided in the Data Resource Publication listed below, as well as on the Kaggle competition website, which also provides access to models developed during the competition.

Update Frequency

The dataset may be updated with additional or corrected data on a need-to-update basis.

License

You may access and use these de-identified imaging datasets and annotations (“the data”) for non-commercial purposes only, including academic research and education, as long as you agree to abide by the following provisions: Not to make any attempt to identify or contact any individual(s) who may be the subjects of the data. If you share or re-distribute the data in any form, include a citation to the “Radiological Society of North America Screening Mammography Breast Cancer Detection (RSNA-SMBC) Dataset, November 2022” [https://doi.org/10.1148/dataset.smbc.2024].

Documentation

https://github.com/RSNA/AI-Challenge-Data/wiki/RSNA-Lumbar-Spine-Degenerative-Classification-Dataset

Managed By

Radiological Society of North America (https://www.rsna.org/)

See all datasets managed by Radiological Society of North America (https://www.rsna.org/).

Contact

informatics@rsna.org

How to Cite

RSNA Lumbar Spine Degenerative Classification Dataset (RSNA-LSDD) was accessed on DATE from https://registry.opendata.aws/rsna-lumbar-spine-degenerative-classification-dataset.

Usage Examples

Publications

Resources on AWS

  • Description
    Zip archive containing DCM and CSV files
    Resource type
    S3 Bucket Controlled Access
    Amazon Resource Name (ARN)
    arn:aws:s3:::lumbar-spine-degenerative-classification
    AWS Region
    us-west-2

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