Table 4 EER results of illumination-based experiments for identical twins (Cont controlled condition, Uncont uncontrolled condition)
From: Recognition of identical twins using fusion of various facial feature extractors
EER results (%) of | ||||
|---|---|---|---|---|
Illumination (Training-Test) | Cont-Cont | Cont-Uncont | Uncont-Uncont | |
CNN | 25.00 | 18.84 | 20.09 | |
PCA | 12.01 | 31.15 | 14.04 | |
Implemented algorithms | HOG | 6.09 | 25.77 | 9.23 |
LBP | 3.45 | 12.69 | 4.08 | |
Score fusion (PCA, HOG, LBP) | 4.40 | 20.19 | 9.04 | |
Score fusion (HOG, LBP) | 2.58 | 13.65 | 5.77 | |
Feature fusion (PCA, HOG, LBP) | 3.89 | 21.92 | 8.27 | |
Feature fusion (HOG, LBP) | 2.58 | 12.88 | 4.04 | |
Decision fusion (PCA, HOG, LBP) | 3.58 | 12.50 | 4.81 | |
Proposed Method | 2.20 | 10.77 | 4.04 | |
Implemented algorithms in [18] | A | 4.70 | 5.90 | 11.50 |
B | 35.90 | 40.70 | 41.40 | |
C | 9.00 | 34.10 | 32.30 | |
D | 14.50 | 20.90 | 26.50 | |
E | 10.20 | 13.80 | 24.00 | |
F | 7.30 | 12.40 | 19.40 | |
G | 8.00 | 7.80 | 16.20 | |