Table I. Accuracy () of the CAD System With Given Feature Sets.
Features | Dimension | Patch Size | # of patches (TIB) | # of patches (Normal) | Area under ROC curve: |
---|---|---|---|---|---|
Shape & GLCM | 8+18=26 | 14144 | 12032 | 0.8991 | |
Shape & GLCM | 8+18=26 | 24184 | 20572 | 0.9038 | |
Shape & GLCM | 8+18=26 | 50456 | 42924 | 0.9096 | |
Shape | 8 | 14144 | 12032 | 0.7941 | |
Shape | 8 | 24184 | 20572 | 0.7742 | |
Shape | 8 | 50456 | 42924 | 0.7450 | |
Steer. Wavelets& Shape | 14144 | 12032 | 0.7846 | ||
Steer. Wavelets& Shape | 24184 | 20572 | 0.7692 | ||
Steer. Wavelets& Shape | 50456 | 42924 | 0.7908 | ||
SI & LGS | 24 | 50456 | 42924 | 0.7620 | |
SI & LGS | 24 | 50456 | 42924 | 0.7510 | |
SI & LGS | 24 | 50456 | 42924 | 0.7230 | |
Steer. Wavelets | 14144 | 12032 | 0.7571 | ||
Steer. Wavelets | 24184 | 20572 | 0.7298 | ||
Steer. Wavelets | 50456 | 42924 | 0.7410 | ||
GLCM | 18 | 14144 | 12032 | 0.7163 | |
GLCM | 18 | 24184 | 20572 | 0.7068 | |
GLCM | 18 | 50456 | 42924 | 0.6810 |