Table 1. Time comparison of the proposed Scatter SVM to the OVR LIBSVM training strategy.
Checker-Board | Circle | |||||||
Error [%] | OVR SVM | 35 | 49 | 50 | 22 | 24 | 22 | 21 |
Error [%] | Scatter SVM | 24 | 40 | 41 | 14 | 17 | 18 | 17 |
Time (s) | OVR SVM | 0.05 | 1.77 | 102.15 | 0.02 | 3.51 | 1,229.30 | 197,236.71 |
Time (s) | Scatter SVM | 0.06 | 1.59 | 85.21 | 0.01 | 2.11 | 46.27 | 42,401.26 |
#Classes | 10 | 100 | 1,000 | 10 | 100 | 1,000 | 10,000 | |
N | 200 | 2,000 | 20,000 | 100 | 1,000 | 10,000 | 100,000 |