Table 3. Comparison between several feature extraction methods on Graz-01.
Data sets | ||||
Methods | Bike | Person | ||
EER | AUC | EER | AUC | |
Moment Invariants [35] | 73.5 | 76.5 | 63.0 | 68.7 |
SIFT [35] | 78.0 | 86.5 | 76.5 | 80.8 |
SM [35] | 83.5 | 89.6 | 56.5 | 59.1 |
EBIM [36] | 84.1 | 90.5 | 86.0 | 91.8 |
HMAX | 75.5 | 85.2 | 74.8 | 81.5 |
The Proposed Model | 80.2 | 88.5 | 84 | 90.8 |
The measures are EER (Equal-Error Rate) and AUC (ROC-Area Under Curve). (Our reported results are the average of 20 independent runs).