Testing/Validation Strategy | HOG Cell Size | Classifier Accuracy |
Independent Test Set | Cell_Size1 (6 × 6 pixels) | 99.17% |
Cell_Size2 (7 × 7 pixels) | 99.14% | |
New MCS HOG | 99.36% | |
10-Fold Cross-Validation | Cell_Size1 (6 × 6 pixels) | 99.10% |
Cell_Size2 (7 × 7 pixels) | 99.17% | |
New MCS HOG | 99.26% |