NIH
Benchmarks
TaskDatasetSOTA resultTrendResults
NIH (test)
87.3AUROC
47
NIH
97.4Recall
16
NIH
84.53AUC
9
NIH
0.895DSC
8
NIH
91.5AUF
8
NIH manually re-labelled clean (test)
89.1Pneumothorax AUC
8
NIH Source CheXpert (test)
59.7Atelectasis
7
NIH clearer (test)
94.6AUC
7
NIH-8 cross-domain
72.25Macro-AUC
6
NIH
100Multi-needle Avg Recall
6
NIH (100% labeled)
78.7AUC
6
NIH 10% labeled
71.6AUC
6
NIH (1% labeled)
0.622AUC
6
NIH AP projection (test)
60.1AUC
6
NIH PA projection (test)
0.708AUC
6
NIH-LT
10.7Balanced Accuracy (bAcc)
5
NIH Radiology X-ray
84.27AUC
5
NIH Multi-needle
100Accuracy
5
NIH
56.4Accuracy
5
NIH-LT
0.062FID
4
NIH ID (Xray) vs OOD (Xray)
0.54AUROC
3
NIH 10-fold cross-validation local model
94Mean F1
2
NIH 5-class label subset
71.2F1 Score (5-class)
1