Table 4 Progressive construction of UAD-FM modules

From: Uncertainty-aware and causal test-time adaptive foundation model for robust colorectal cancer pathology diagnosis

Configuration

AUROC

Accuracy

F1

ECE ↓

Baseline Foundation (UNI)

0.923

0.891

0.887

0.112

+ Uncertainty

0.936

0.902

0.895

0.067

+ Uncertainty + Calibration

0.941

0.908

0.901

0.045

+ Uncertainty + Calibration + TTA

0.943

0.910

0.905

0.038

+ Full (UAD-FM)

0.945

0.912

0.908

0.031

  1. Each component improves both accuracy and calibration.
  2. Bold values indicate the best performance in each column.
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