Supported Datasets

Here is a list of currently supported datasets in this package, alongside notable properties. Each dataset name is linked to the location where raw data can be downloaded. The list of images in each split is available in the source code.

Tuberculosis datasets

The following datasets contain only the tuberculosis final diagnosis (0 or 1). In addition to the splits presented in the following table, 10 folds (for cross-validation) randomly generated are available for these datasets.

Dataset

Reference

H x W

Samples

Training

Validation

Test

Montgomery

[MONTGOMERY-SHENZHEN-2014]

4020 x 4892

138

88

22

28

Shenzhen

[MONTGOMERY-SHENZHEN-2014]

Varying

662

422

107

133

Indian

[INDIAN-2013]

Varying

155

83

20

52

Tuberculosis + radiological findings dataset

The following dataset contains both the tuberculosis final diagnosis (0 or 1) and radiological findings.

Dataset

Reference

H x W

Samples

Train

Test

PadChest

[PADCHEST-2019]

Varying

160’861

160’861

0

Radiological findings datasets

The following dataset contains only the radiological findings without any information about tuberculosis.

Note

NIH CXR14 labels for training and validation sets are the relabeled versions done by the author of the CheXNeXt study [CHEXNEXT-2018].

Dataset

Reference

H x W

Samples

Training

Validation

Test

NIH_CXR14_re

[NIH-CXR14-2017]

1024 x 1024

109’041

98’637

6’350

4’054

HIV-Tuberculosis datasets

The following datasets contain only the tuberculosis final diagnosis (0 or 1) and come from HIV infected patients. 10 folds (for cross-validation) randomly generated are available for these datasets.

Please contact the authors of these datasets to have access to the data.

Dataset

Reference

H x W

Samples

TB POC

[TB-POC-2018]

2048 x 2500

407

HIV TB

[HIV-TB-2019]

2048 x 2500

243