Research Article
An Improved EMD-Based Dissimilarity Metric for Unsupervised Linear Subspace Learning
Table 15
The recognition rates on slight translation and rotation AR face databases over “F3” features; recognition rates (dimensionality).
| Face databases | Algorithms | G4/P9 | G5/P8 | G6/P7 | G7/P6 | G8/P5 |
| Slight translation | Baseline (F3) | 0.6611 (3840) | 0.7160 (3840) | 0.7655 (3840) | 0.7967 (3840) | 0.8327 (3840) | LPP (F3) | 0.5174 (100) | 0.5548 (130) | 0.6033 (160) | 0.6356 (135) | 0.6807 (210) | Algorithm 2 (F3)_ | 0.6346 (100) | 0.6985 (125) | 0.7493 (155) | 0.7689 (150) | 0.8140 (200) | Algorithm 2 (F3) | 0.7798 (100) | 0.8265 (130) | 0.8550 (130) | 0.8717 (185) | 0.8980 (210) |
| Slight rotation | Baseline (F3) | 0.7578 (3840) | 0.8254 (3840) | 0.8681 (3840) | 0.8933 (3840) | 0.9273 (3840) | LPP (F3) | 0.6076 (105) | 0.6596 (110) | 0.7198 (135) | 0.7583 (125) | 0.8020 (205) | Algorithm 2 (F3)_ | 0.7241 (105) | 0.7846 (120) | 0.8290 (155) | 0.8633 (145) | 0.8993 (170) | Algorithm 2 (F3) | 0.8441 (105) | 0.8844 (125) | 0.9124 (150) | 0.9222 (155) | 0.9433 (155) |
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