公开数据集
数据结构 ? 5161.58M
Data Structure ?
* 以上分析是由系统提取分析形成的结果,具体实际数据为准。
README.md
The dataset contains x-rays and corresponding masks. Some masks are missing so it is advised to cross-reference the images and masks.
[Original Dataset before modification][1]
The OP had the following request:
It is requested that publications resulting from the use of this data attribute the source (National Library of Medicine, National Institutes of Health, Bethesda, MD, USA and Shenzhen No.3 People’s Hospital, Guangdong Medical College, Shenzhen, China) and cite the following publications:
Jaeger S, Karargyris A, Candemir S, Folio L, Siegelman J, Callaghan F, Xue Z, Palaniappan K, Singh RK, Antani S, Thoma G, Wang YX, Lu PX, McDonald CJ. Automatic tuberculosis screening using chest radiographs. IEEE Trans Med Imaging. 2014 Feb;33(2):233-45. doi: 10.1109/TMI.2013.2284099. PMID: 24108713
Candemir S, Jaeger S, Palaniappan K, Musco JP, Singh RK, Xue Z, Karargyris A, Antani S, Thoma G, McDonald CJ. Lung segmentation in chest radiographs using anatomical atlases with nonrigid registration. IEEE Trans Med Imaging. 2014 Feb;33(2):577-90. doi: 10.1109/TMI.2013.2290491. PMID: 24239990
Montgomery County X-ray Set
X-ray images in this data set have been acquired from the tuberculosis control program of the Department of Health and Human Services of Montgomery County, MD, USA. This set contains 138 posterior-anterior x-rays, of which 80 x-rays are normal and 58 x-rays are abnormal with manifestations of tuberculosis. All images are de-identified and available in DICOM format. The set covers a wide range of abnormalities, including effusions and miliary patterns. The data set includes radiology readings available as a text file.
Ideas
Experiment with lung segmentation
Build disease classifiers for various conditions
Test models on data across different manufacturers
Build GANs that are able to make the datasets indistinguishable (Adversarial Discriminative Domain Adaptation: https://arxiv.org/abs/1702.05464)
[1]: https://www.kaggle.com/kmader/pulmonary-chest-xray-abnormalities/home
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