TABLE 1.
Best Performance for Each Classifier
Optic Flow | Correlation | 85.6% ± 3.3 |
Smoothed | 53.1% ± 4.7 | |
Holistic Spatial Analysis | PCA | 79.3% ± 3.9 |
LFA | 81.1% ± 3.7 | |
FLD | 75.7% ± 4.1 | |
ICA | 95.5% ± 2.0 | |
Local Spatial Analysis | Gaussian Kernel | 70.3 ± 4. |
PCA Shift-inv | 73.4% ± 4.2 | |
PCA Shift-var | 78.3% ± 3.9 | |
PCA Jets | 72.1% ± 4.2 | |
Gabor Jets | 95.5% ± 2.0 | |
Human Subjects | Naive | 77.9% ± 2.5 |
Expert | 94.1% ± 2.1 |
PCA: Principal component analysis. LFA: Local feature analysis. FLD: Fisher’s linear discriminant. ICA: Independent component analysis. Shift-inv: Shift-invariant. Shift-var: Shift-variant.