TABLE IV:
Model | MAE (mm) | Hausdorff (mm) | Dice Wound | Dice Skin | Inference time |
---|---|---|---|---|---|
CLAHE + AHRF | 0.1072 | 11.969 | 0.706 | 0.8865 | 3–5 min |
U-Net | 0.1152 | 12.169 | 0.665 | 0.897 | 40 msec |
U-Net + CRF | 0.1147 | 12.156 | 0.667 | 0.897 | 2 sec |
CLAHE + U-Net | 0.1028 | 11.861 | 0.717 | 0.892 | 50 msec |
CLAHE + U-Net + CRF | 0.1023 | 11.848 | 0.716 | 0.895 | 2 sec |
FCN | 0.0645 | 10.907 | 0.8418 | 0.9342 | 41 msec |
CLAHE + FCN | 0.0744 | 11.356 | 0.8220 | 0.9262 | 51 msec |
DeepLabV3 | 0.0662 | 10.949 | 0.8392 | 0.9330 | 56 msec |
CLAHE + DeepLabV3 | 0.0720 | 11.318 | 0.8268 | 0.9278 | 66 msec |