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Benchmarks
Medical Image Classification on CHIFIR
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94.2
Accuracy
Uncertainty
88.272
89.811
91.35
92.889
Apr 22, 2026
Accuracy
F1-score
Precision
Recall
ROC-AUC
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
F1-score
Precision
Recall
ROC-AUC
Uncertainty
Budget=5 samples
2026.04
94.2
82.4
77.8
87.5
97.7
Diversity
Budget=5 samples
2026.04
94.2
80
85.7
75
97.4
TAGCOS
Budget=5 samples
2026.04
94.2
82.4
77.8
87.5
97.2
Random
Budget=5 samples
2026.04
92.7
74.6
80.5
70
93.8
RADS
Budget=5 samples
2026.04
92.3
75
75
75
97.7
LM-DPP
Budget=5 samples
2026.04
90.4
61.5
80
50
97.7
BatchBALD
Budget=5 samples
2026.04
88.5
50
75
37.5
94.6
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