Table 3 IoU: coefficients from regressions on model assurance
From: Benchmarking saliency methods for chest X-ray interpretation
Pathology | CXRs including all positives and false negatives (n) | Linear regression coefficient | Spearman correlation coefficient |
|---|---|---|---|
Airspace opacity | 381 | 0.714 (0.601, 0.826)*** | 0.577 (0.506, 0.641)*** |
Atelectasis | 296 | 0.489 (0.333, 0.645)*** | 0.348 (0.244, 0.444)*** |
Cardiomegaly | 229 | 0.679 (0.535, 0.823)*** | 0.592 (0.501, 0.670)*** |
Consolidation | 120 | 1.155 (0.674, 1.635)*** | 0.384 (0.220, 0.527)*** |
Edema | 124 | 0.642 (0.459, 0.826)*** | 0.548 (0.411, 0.660)*** |
Enlarged cardiomediastinum | 668 | 1.974 (1.608, 2.340)*** | 0.428 (0.364, 0.488)*** |
Lung lesion | 50 | 0.218 (0.088, 0.349)** | 0.509 (0.268, 0.689)*** |
Pleural effusion | 159 | 0.632 (0.489, 0.776)*** | 0.690 (0.599, 0.764)*** |
Pneumothorax | 11 | 0.446 (0.108, 0.783)* | 0.734 (0.240, 0.926)* |
Support devices | 327 | 0.211 (0.172, 0.250)*** | 0.468 (0.378, 0.548)*** |
All pathologies | 2,365 | 0.109 (0.083, 0.135)*** | 0.285 (0.248, 0.322)*** |
