Table 2 Evaluation index values on cfd crack images.
From: A crack detection and quantification method using matched filter and photograph reconstruction
Order number | Â | a | b | c | d | e | f |
|---|---|---|---|---|---|---|---|
Evaluation index | Detection method | Â | Â | Â | Â | Â | Â |
Iou | Matched Filter | 0.735 | 0.63 | 0.683 | 0.709 | 0.645 | 0.71 |
Sobel | 0.268 | 0.151 | 0.176 | 0.28 | 0.279 | 0.375 | |
Laplacian | 0.236 | 0.209 | 0.142 | 0.261 | 0.243 | 0.172 | |
Canny | 0.309 | 0.223 | 0.142 | 0.29 | 0.269 | 0.321 | |
U-Net | 0.668 | 0.382 | 0.598 | 0.692 | 0.635 | 0.688 | |
PA | Matched Filter | 0.995 | 0.992 | 0.994 | 0.994 | 0.992 | 0.988 |
Sobel | 0.963 | 0.929 | 0.957 | 0.967 | 0.967 | 0.957 | |
Laplacian | 0.952 | 0.944 | 0.922 | 0.957 | 0.95 | 0.975 | |
Canny | 0.982 | 0.979 | 0.965 | 0.979 | 0.977 | 0.964 | |
U-Net | 0.992 | 0.976 | 0.991 | 0.993 | 0.991 | 0.986 | |
F1-score | Matched Filter | 0.847 | 0.773 | 0.812 | 0.83 | 0.784 | 0.83 |
Sobel | 0.422 | 0.262 | 0.299 | 0.439 | 0.437 | 0.545 | |
Laplacian | 0.982 | 0.13 | 0.166 | 0.108 | 0.124 | 0.249 | |
Canny | 0.473 | 0.365 | 0.248 | 0.449 | 0.434 | 0.486 | |
U-Net | 0.801 | 0.552 | 0.749 | 0.818 | 0.777 | 0.815 |