Research Article
An Improved EMD-Based Dissimilarity Metric for Unsupervised Linear Subspace Learning
Table 5
The recognition rates on barrel distortion AR face database over “F1” and “F2” features; recognition rates (dimensionality).
| Face database | Algorithms | G4/P9 | G5/P8 | G6/P7 | G7/P6 | G8/P5 |
| Barrel distortion | Baseline (F1) | 0.1478 (19800) | 0.1629 (19800) | 0.1750 (19800) | 0.1794 (19800) | 0.1940 (19800) | LPP (F1) | 0.2654 (75) | 0.3006 (95) | 0.3255 (115) | 0.3319 (125) | 0.3447 (135) | Algorithm 1 (F1) | 0.4185 (65) | 0.4792 (80) | 0.5205 (110) | 0.5597 (120) | 0.5690 (130) |
| Barrel distortion | Baseline (F2) | 0.4974 (240) | 0.5554 (240) | 0.5921 (240) | 0.6081 (240) | 0.6400 (240) | LPP (F2) | 0.4706 (80) | 0.5302 (85) | 0.5555 (105) | 0.5828 (115) | 0.6093 (120) | Algorithm 1 (F2) | 0.5117 (75) | 0.5723 (90) | 0.5940 (105) | 0.6175 (115) | 0.6597 (120) |
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