medical-imaging/yolov8n-chest-xray-classification
chest-xray-pneumonia medical-imaging/chest-xray-pneumonia
Pediatric pneumonia detection (chest X-ray) medical-imaging/pediatric-pneumonia-detection
Drawn from: chest-xray-pneumonia
atlas-full-v1
| Metric | Value | 95% CI | n | Rank | Best in catalogue | Source | Overlap | Board |
|---|---|---|---|---|---|---|---|---|
| ROC-AUC (logistic probe) ↑ higher is better · probe | 0.989 | [0.983, 0.995] | 624 | 2 / 5 | 0.992 | reproduced | overlapTrain/test overlap declared by the evaluator: medical-imaging/chest-xray-pneumonia | Board |
| Accuracy (logistic probe) ↑ higher is better · probe · secondary | 0.962 best | [0.946, 0.976] | 624 | — | 0.962 | reproduced | overlapTrain/test overlap declared by the evaluator: medical-imaging/chest-xray-pneumonia | Board |
| Sensitivity, pneumonia (logistic probe) ↑ higher is better · probe · secondary | 0.997 best | [0.990, 1.000] | 624 | — | 0.997 | reproduced | overlapTrain/test overlap declared by the evaluator: medical-imaging/chest-xray-pneumonia | Board |
| Specificity, pneumonia (logistic probe) ↑ higher is better · probe · secondary | 0.902 best | [0.863, 0.940] | 624 | — | 0.902 | reproduced | overlapTrain/test overlap declared by the evaluator: medical-imaging/chest-xray-pneumonia | Board |
| Average precision (logistic probe) ↑ higher is better · probe · secondary | 0.993 | [0.989, 0.997] | 624 | — | 0.994 | reproduced | overlapTrain/test overlap declared by the evaluator: medical-imaging/chest-xray-pneumonia | Board |
NIH-Chest-Xray-14 medical-imaging/nih-chest-xray-14
Chest X-ray findings (NIH ChestX-ray14) medical-imaging/chest-xray-findings-classification
Drawn from: NIH-Chest-Xray-14
atlas-full-v2
| Metric | Value | 95% CI | n | Rank | Best in catalogue | Source | Overlap | Board | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Mean ROC-AUC, 5 findings (logistic probe) ↑ higher is better · probe By finding: 5 levels
levels share items; n is per level | 0.634 | [0.601, 0.663] | 1013 | 5 / 5 | 0.689 | reproduced | none declared | Board | ||||||||||||||||||
Mean average precision, 5 findings (logistic probe) ↑ higher is better · probe · secondary By finding: 5 levels
levels share items; n is per level | 0.139 | [0.125, 0.170] | 1013 | — | 0.203 | reproduced | none declared | Board |