medical-imaging/yolov8m-chest-xray-classification

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Model cardFilesBenchmarks

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 0.992 best [0.985, 0.998] 624 1 / 5 0.992 reproduced
overlap

Train/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
overlap

Train/test overlap declared by the evaluator: medical-imaging/chest-xray-pneumonia

Board
Sensitivity, pneumonia (logistic probe) ↑ higher is better · probe · secondary 0.997 best [0.992, 1.000] 624 — 0.997 reproduced
overlap

Train/test overlap declared by the evaluator: medical-imaging/chest-xray-pneumonia

Board
Specificity, pneumonia (logistic probe) ↑ higher is better · probe · secondary 0.902 best [0.859, 0.940] 624 — 0.902 reproduced
overlap

Train/test overlap declared by the evaluator: medical-imaging/chest-xray-pneumonia

Board
Average precision (logistic probe) ↑ higher is better · probe · secondary 0.994 best [0.989, 0.998] 624 — 0.994 reproduced
overlap

Train/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
findingValue [95% CI]n
Atelectasis0.561 [0.511, 0.611]1013
Cardiomegaly0.702 [0.610, 0.783]1013
Consolidation0.553 [0.494, 0.617]1013
Edema0.754 [0.653, 0.836]1013
Pleural Effusion0.653 [0.610, 0.695]1013

levels share items; n is per level

0.645 [0.613, 0.675] 1013 3 / 5 0.689 reproduced none declared Board
Mean average precision, 5 findings (logistic probe) ↑ higher is better · probe · secondary
By finding: 5 levels
findingValue [95% CI]n
Atelectasis0.160 [0.130, 0.208]1013
Cardiomegaly0.124 [0.055, 0.227]1013
Consolidation0.087 [0.066, 0.117]1013
Edema0.090 [0.052, 0.169]1013
Pleural Effusion0.265 [0.220, 0.324]1013

levels share items; n is per level

0.145 [0.126, 0.181] 1013 — 0.203 reproduced none declared Board