Table 5.
Representation of Different methods and authors of various descriptors on different benchmark datasets.
| Method | Dataset | Authors | Feature | F–S | F-D | M-S | M-D | GF-GD | GF-GS | GM-GS | GM-GD | B–B | B–S | Sibs-Sibs | Mean |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CSML | Cornell Kinface | Mattie Peitikainen | LBP | 66.0 | 65.5 | 64.8 | 65.0 | - | - | - | - | - | - | - | 65.3 |
| Robert K Mc Connell | LE | 71.8 | 68.1 | 73.8 | 74.0 | - | - | - | - | - | - | - | 71.9 | ||
| David Lowe | SIFT | 62.0 | 58.9 | 56.8 | 57.4 | - | - | - | - | - | - | - | 58.8 | ||
| Mattie Peitikainen | TPLBP | 66.4 | 62.6 | 62.8 | 64.9 | - | - | - | - | - | - | - | 64.2 | ||
| NCA | UB Kinface | Mattie Paitikainen | LBP | 67.0 | 66.5 | 65.8 | 66.0 | - | - | - | - | - | - | - | 66.3 |
| Robert K. McConnell | LE | 73.8 | 70.1 | 74.8 | 75.0 | - | - | - | - | - | - | - | 73.5 | ||
| David Lowe | SIFT | 63.0 | 59.9 | 58.8 | 59.4 | - | - | - | - | - | - | - | 60.4 | ||
| Mattie Paitikainen | TPLBP | 67.4 | 63.6 | 63.8 | 66.9 | - | - | - | - | - | - | - | 66.5 | ||
| LMNN | UB Kinface | Mattie Paitikainen | LBP | 68.0 | 68.5 | 68.8 | 67.4 | - | - | - | - | - | - | - | 68.2 |
| Robert K. McConnell | LE | 74.8 | 71.1 | 75.8 | 76.0 | - | - | - | - | - | - | - | 74.5 | ||
| David Lowe | SIFT | 65.0 | 57.9 | 58.8 | 59.4 | - | - | - | - | - | - | - | 60.4 | ||
| Mattie Paitikainen | TPLBP | 68.4 | 65.6 | 65.8 | 67.9 | - | - | - | - | - | - | - | 68.1 | ||
| NRML, MNRML | KinfaceW-I | Mattie Paitikainen | LBP | 64.8 | 69.5 | 69.8 | 69.0 | - | - | - | - | - | - | - | 69.5 |
| Robert K. McConnell | LE | 69.8 | 73.1 | 76.8 | 77.0 | - | - | - | - | - | - | - | 75.7 | ||
| David Lowe | SIFT | 60.0 | 60.9 | 60.8 | 61.4 | - | - | - | - | - | - | - | 62.8 | ||
| KinfaceW-II | Mattie Paitikainen | TPLBP | 64.4 | 67.6 | 67.8 | 69.9 | - | - | - | - | - | - | - | 70.1 | |
| Proposed WFBT-SBP Descriptor | KinfaceW-I | Our Descriptor | WFBT-SBP | 77.4 | 77.3 | 77.9 | 77.9 | 81.3 | 81.3 | 82.4 | 82.6 | 83.2 | 81.6 | 83.2 | 80.55 |
| KinfaceW-II | Our Descriptor | WFBT-SBP | 76.8 | 76.72 | 77.0 | 76.9 | 81.4 | 84.1 | 83.2 | 83.1 | 83.9 | 88.4 | 89.6 | 81.91 | |
| TSKinface | Our Descriptor | WFBT-SBP | 78.3 | 77.9 | 78.3 | 76.8 | 80.9 | 86.2 | 83.2 | 84.2 | 83.5 | 84.3 | 83.1 | 81.51 | |
| Cornell Kinface | Our Descriptor | WFBT-SBP | 78.7 | 77.3 | 78.4 | 78.3 | 83.1 | 83.4 | 82.3 | 84.1 | 81.6 | 83.2 | 88.2 | 81.69 | |
| RFIW | Our Descriptor | WFBT-SBP | 86.4 | 82.1 | 84.3 | 82.6 | 84.6 | 83.5 | 84.2 | 84.6 | 83.4 | 83.2 | 84.6 | 83.95 |