TABLE III:
Results for Dataset 1 (95 Train, 19 Validation)
Model | MAE (mm) | Hausdorff (mm) | Dice Wound | Dice Skin | Inference time |
---|---|---|---|---|---|
CLAHE + AHRF | 0.0904 | 11.553 | 0.750 | 0.9060 | 3–5 min |
U-Net | 0.1880 | 13.983 | 0.490 | 0.7950 | 40 msec |
U-Net + CRF | 0.1552 | 13.165 | 0.520 | 0.8900 | 2 sec |
CLAHE + U-Net | 0.1523 | 13.085 | 0.532 | 0.8901 | 50 msec |
CLAHE + U-Net + CRF | 0.1231 | 12.365 | 0.591 | 0.8903 | 2 sec |
FCN | 0.0681 | 10.791 | 0.7822 | 0.9410 | 41 msec |
CLAHE + FCN | 0.0777 | 11.136 | 0.7667 | 0.9378 | 51 msec |
DeepLabV3 | 0.0783 | 11.164 | 0.7625 | 0.9352 | 56 msec |
CLAHE + DeepLabV3 | 0.0811 | 11.220 | 0.7595 | 0.9320 | 66 msec |