Table 13.
Comparison of recognition rate (%) of proposed techniques over recent works on LFW dataset
| Sl. No | Methods | Recognition rate (%) | Sl. No | Methods | Recognition rate (%) | Sl. No | Methods | Recognition rate (%) |
|---|---|---|---|---|---|---|---|---|
| 1 | LVP | 82.96 | 10 | SA-PFFT | 97.47 | 18 | SA-SGEF | 97.22 |
| 2 | LDP | 76.88 | 11 | NN-PFFT | 98.04 | 19 | NN-SGEF | 98.06 |
| 3 | LTrP | 80.84 | 12 | SVM-PFFT | 94.18 | 20 | SVM-SGEF | 92.30 |
| 4 | LBP | 83.16 | 13 | PNN-PFFT | 98.04 | 21 | PNN-SGEF | 98.04 |
| 5 | LGHP | 87.71 | 14 | SA-DGM | 97.25 | 22 | SA-GSGEF | 96.20 |
| 6 | MDML-DCPs + PLDA + Score averaging | 94.57 ± 0.30 | 15 | NN-DG | 98.06 | 23 | NN-GSGEF | 98.03 |
| 7 | MDML-DCPs + PLDA + SVM | 95.13 ± 0.33 | 16 | SVM-DG | 97.63 | 24 | SVM-GSGEF | 91.60 |
| 8 | MDML-DCPs + JB + SVM | 95.40 ± 0.33 | 17 | PNN-DG | 97.76 | 25 | PNN-GSGEF | 98.04 |
| 9 | MDML-DCPs + PLDA + JB + SVM | 95.58 ± 0.34 |