Table 1.
Segmentation results on the test set *
Method | F-measure | Kappa | Accuracy | Az |
---|---|---|---|---|
The proposed method | 0.5228 (± 0.07) | 0.4987 (± 0.07) | 0.9337 (± 0.05) | 0.8647 (± 0.06) |
Matched filters b | 0.489 (± 0.09) | 0.4646 (± 0.09) | 0.9322 (± 0.05) | 0.7977 (± 0.08) |
Local entropy b,† | 0.4504 (± 0.11) | 0.4049 (± 0.16) | 0.8839 (± 0.19) | 0.7104 (± 0.1) |
Matched filters a,† | 0.3847 (± 0.17) | 0.3313 (± 0.2) | 0.7481 (± 0.34) | 0.7682 (± 0.1) |
GMM Gabor b,† | 0.3234 (± 0.19) | 0.3046 (± 0.19) | 0.9341 (± 0.04) | 0.7921 (± 0.17) |
GMM Gabor a,† | 0.2861 (± 0.2) | 0.2652 (± 0.19) | 0.9304 (± 0.04) | 0.7716 (± 0.18) |
Local entropy a,† | 0.2808 (± 0.23) | 0.2545 (± 0.22) | 0.892 (± 0.17) | 0.7106 (± 0.1) |
K-means Gabor b,† | 0.1777 (± 0.12) | 0.1667 (± 0.12) | 0.9328 (± 0.04) | 0.7727 (± 0.16) |
K-means Gabor a,† | 0.1536 (± 0.12) | 0.1411 (± 0.12) | 0.9308 (± 0.04) | 0.7599 (± 0.17) |
The results include the twenty-two test images: eleven manual frames and eleven automatic mosaics. Existing methods were applied to both the raw frames and the frames pre-processed with DLCF.
Raw frames
Pre-processed frames
F-measure: p < 0.05