Table 5 EER results of illumination-based experiments for non-twins (Cont controlled condition, Uncont uncontrolled condition)
From: Recognition of identical twins using fusion of various facial feature extractors
EER results (%) of | ||||
|---|---|---|---|---|
Algorithms | Illumination (training-test) | Cont-Cont | Cont-Uncont | Uncont-Uncont |
CNN | 9 | 24 | 30 | |
PCA | 8.3 | 17.7 | 10.8 | |
HOG | 3.7 | 11.4 | 5.7 | |
LBP | 1.7 | 8.5 | 2.8 | |
Score fusion (PCA, HOG, LBP) | 2.5 | 9.4 | 5.7 | |
Score fusion (HOG, LBP) | 0.6 | 6.3 | 2.8 | |
Feature fusion (PCA, HOG, LBP) | 1.1 | 8.2 | 4.6 | |
Feature fusion (HOG, LBP) | 0.6 | 8.0 | 1.7 | |
Decision fusion (PCA, HOG, LBP) | 1.1 | 6.3 | 2.3 | |
Proposed method | 0.0 | 5.7 | 1.1 | |