ChestX-ray
Benchmarks
TaskDatasetSOTA resultTrendResults
ChestX-Ray14 (test)
84.7AUROC (%)
88
ChestX-ray14
85.9AUC
38
ChestX-ray14 (test)
0.836AUROC
34
ChestX-ray14 2017 (test)
81.77Mean AUC
29
ChestX-Ray14
91.49Rank-1 Accuracy
26
ChestX-ray14 OOD
72.7Macro Acc
21
ChestX-ray14
0.827Mean AUROC
18
ChestX-ray14 (test)
0.776Worst-case AUC
14
ChestX-ray8 880 frontal-view subset
0.128Atelectasis Score
9
ChestX-ray14
76.5mIoU
9
ChestX-ray14 (test)
81.8AUC
9
ChestX-ray14 1,000 samples (test)
26.3mIoU
8
ChestX-Ray14 (val)
79.9AUROC
8
ChestX-ray14 Exp. (test)
51.3F1 Score
6
ChestX-ray8
69Accuracy
6
ChestX-ray14 2017 (test)
44.2F1 Score
6
ChestX-ray14
0.433PGame
5
ChestX-ray14 100% labels
85.9Macro AUC
5
ChestX-ray14
0.932AUC
5
ChestX-ray14
62.1Accuracy
4
ChestX-ray14 (patient versus synthetic)
0.3Absolute Discrepancy
4
ChestX-ray14
34.26PSNR
4
ChestX-ray14 (10% labels)
84Macro-Averaged AUC
3
ChestX-ray14 (1% labels)
79.4Macro-Averaged AUC
3