TABLE V:
Results for Dataset 3 (1201 Train, 241 Validation)
Model | MAE (mm) | Hausdorff (mm) | Dice Wound | Dice Skin | Inference time |
---|---|---|---|---|---|
CLAHE + AHRF | 0.1235 | 12.377 | 0.6287 | 0.9016 | 3–5 min |
U-Net | 0.0832 | 11.372 | 0.733 | 0.9506 | 40 msec |
U-Net + CRF | 0.0830 | 11.369 | 0.734 | 0.9506 | 2 sec |
CLAHE + U-Net | 0.0875 | 11.479 | 0.7200 | 0.9474 | 50 msec |
CLAHE + U-Net + CRF | 0.0878 | 11.486 | 0.719 | 0.9473 | 2 sec |
FCN | 0.0464 | 10.092 | 0.8518 | 0.9532 | 41 msec |
CLAHE + FCN | 0.0559 | 10.878 | 0.8357 | 0.9518 | 51 msec |
DeepLabV3 | 0.0379 | 9.764 | 0.8554 | 0.9617 | 56 msec |
CLAHE + DeepLabV3 | 0.0534 | 10.631 | 0.8390 | 0.9578 | 66 msec |