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CXR

Benchmarks

Task NameDataset NameSOTA ResultTrend
Disease diagnosisCXR 20 (test)
F1-Macro75.37
36
Referring Object ClassificationCXR8 (test)
Accuracy33.5
9
Abnormality DetectionCXR
IoU31
8
Image ClassificationCXR
AUROC0.92
8
Close-Ended Visual Question AnsweringCXR
BERTScore90
8
Open-Ended Visual Question AnsweringCXR
BERTScore0.86
8
Medical Image RetrievalCXR All (test)
mAP74.5
7
Medical Image RetrievalCXR 12 years (test)
mAP0.596
7
Medical Image RetrievalCXR 11 years (test)
mAP0.748
7
Medical Image RetrievalCXR 10 years (test)
mAP72.3
7
Medical Image RetrievalCXR 9 years (test)
mAP71.1
7
Medical Image RetrievalCXR 8 years (test)
mAP68.8
7
Medical Image RetrievalCXR 7 years (test)
mAP44
7
Medical Image RetrievalCXR 6 years (test)
mAP68.7
7
Medical Image RetrievalCXR 5 years (test)
mAP65.6
7
Medical Image RetrievalCXR 4 years (test)
mAP68
7
Medical Image RetrievalCXR 3 years (test)
mAP67
7
Medical Image RetrievalCXR 2 years (test)
mAP74.5
7
Medical Image RetrievalCXR 1 year (test)
mAP82.5
7
Image ClassificationCXR14
AUC0.794
6
Report GenerationCXR
BLEU-422.8
4
Model Inversion AttackCXR 128x128 (test)
Accuracy69
4
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