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SVM classification sensitivity as a function of feature extraction method and level of DWT decomposition∗.
| DWT | DWT-Gabor | DWT | DWT-Gabor | |
|---|---|---|---|---|
| Decomposition level | One | One | Two | Two |
| Mammograms | 94.14% (±0.06) | 93.33% (±0.06) | 90.29% (±0.039) | 89.78% (±0.04) |
| Retina | 100% | 100% | 100% | 100% |
| Brain MRI | 93.84% (±0.00) | 82.51% (±0.16) | 100% | 53.84% (±0.23) |
*Tenfold cross-validation used for mammograms and retina images, leave-one-out used for brain MRIs.
