Research Article
Approximately Nearest Neighborhood Image Search Using Unsupervised Hashing via Homogeneous Kernels
Table 3
Performance comparison based on homogeneous kernel maps for each kernel function in terms of the training time (s) and accuracy (%).
| | Accuracy/time | JS Accuracy/time | Intersection Accuracy/time | Hellinger Accuracy/time |
| MB | 62.5 | 220 | 62.15 | 228 | 61.6 | 254 | 65.6 | 205 | KPCA | 64.5 | 679 | 65.1 | 1460 | 62.74 | 752 | 64.5 | 280 | libsvm | 64.3 | 1367 | 64.6 | 6783 | 62.4 | 1326 | 63.87 | 690 | Hom-kernel | 67.44 | 312 | 67.32 | 446 | 65.7 | 385 | 65.4 | 159 | 1/2-hom-kernel | 73.25 | 375 | 72.92 | 486 | 71.6 | 487 | 71.2 | 184 |
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