From: Automated detection of glaucoma using structural and non structural features
Features | Without PCA | With PCA | |||||
---|---|---|---|---|---|---|---|
Sensitivity | Specificity | Acc. % | PCA | Sensitivity | Specificity | Acc. % | |
Wavelets | 0.9 | 0.75 | 86 | 142 | 0.9 | 0.78 | 87 |
LBP and color moments | 0.87 | 0.9 | 88 | 15 | 0.88 | 0.9 | 89 |
Wavelets, color moments, Correlograms and Haralick | 0.84 | 0.64 | 79 | 84 | 0.87 | 0.75 | 84 |
Wavelets and multi-wavelets | 0.86 | 0.75 | 83 | 304 | 0.93 | 0.78 | 89 |
Multi-wavelets | 0.8 | 0.64 | 76 | 18 | 0.86 | 0.82 | 85 |
Wavelets, color moments, Correlograms | 0.84 | 0.57 | 77 | 3 | 0.87 | 0.68 | 82 |
Wavelets and color moments | 0.88 | 0.75 | 84 | 77 | 0.9 | 0.78 | 87 |
Wavelets, color moments, Haralick feat. | 0.84 | 0.75 | 82 | 192 | 0.88 | 0.82 | 86 |
Wavelets and Haralick feat. | 0.82 | 0.75 | 78 | 185 | 0.83 | 0.86 | 84 |
LBP | 0.86 | 0.64 | 80 | 9 | 0.84 | 0.7 | 81 |
LBP and multi-wavelets | 0.86 | 0.75 | 83 | 18 | 0.86 | 0.82 | 85 |
LBP, wavelets, multi-wavelets | 0.86 | 0.67 | 81 | 309 | 0.9 | 0.78 | 89 |
Haralick feat. | 0.75 | 0.78 | 76 | 52 | 0.85 | 0.75 | 82 |
Color moments and correlograms | 0.8 | 0.35 | 69 | 11 | 0.8 | 0.57 | 74 |
LBP, wavelets, color moments multi-wavelets | 0.86 | 0.75 | 83 | 308 | 0.9 | 0.78 | 87 |