Table 4:
Localization performance of GMIC on malignant (M) and benign (B) lesions. We adopt Dice similairty score (DSC) and pixel average precision (PxAP) as evaluation metrics. We compared GMIC with U-Net and a random baseline whose pixel-level predictions are randomly drawn from the standard uniform distribution.
| Model | DSC(M) | DSC(B) | PxAP(M) | PxAP(B) |
|---|---|---|---|---|
| GMIC | 0.325 ± 0.231 | 0.240 ± 0.175 | 0.396 ± 0.275 | 0.283 ± 0.244 |
| U-Net | 0.504 ± 0.283 | 0.412 ± 0.316 | 0.589 ± 0.329 | 0.498 ± 0.357 |
| random | 0.039 ± 0.044 | 0.021 ± 0.030 | 0.012 ± 0.015 | 0.006 ± 0.010 |