Table 1. Datasets used for phase I deep convolutional neural network training and validation.
Dataset | Development phase | Total number of radiographs used | Number with suspected TB (%) | Number without suspected TB (%) |
---|---|---|---|---|
NIH CXR | Training/validation | 11,000 | 5,381 (48.9)* | 5619 (51.1)* |
Montgomery County, USA | Testing | 138 | 58 (42.0) | 80 (58.0) |
Shenzhen, China | Testing | 662 | 336 (50.8) | 326 (49.2) |
Johns Hopkins Hospital, Baltimore, MD, USA | Testing | 100 | 35 (35.0) | 65 (65.0) |
*, ground truth determined by a cardiothoracic radiologist. CXR, chest radiograph; TB, tuberculosis.