From: Image life trails based on contrast reduction models for face counter-spoofing
Method | Classifier | Train data | Test data | Threshold | EER |
---|---|---|---|---|---|
LBP [36] | GMMUBM | CASIA | CASIA | \(C_{sp}\) | 10.09 |
Two-class SVM | CASIA | CASIA | \(C_{sp}\) | 9.87 | |
LBP-TOP [36] | GMM UBM | CASIA | CASIA | \(C_{sp}\) | 6.36 |
Two-class SVM | CASIA | CASIA | \(C_{sp}\) | 3.95 | |
Motion [36] | GMMUBM | CASIA | CASIA | \(C_{sp}\) | 9.66 |
Two -class SVM | CASIA | CASIA | \(C_{sp}\) | 11.27 | |
MSLBP [20] | Two-class SVM | CASIA | CASIA | PS-iFAS Test-S | 5.60 |
Two-class SVM | CASIA | CASIA | PS-iFAS Test-T | 2.26 | |
Two-class SVM | CASIA | CASIA | PS-iFAS Test | 3.59 | |
HOG [20] | Two-class SVM | CASIA | CASIA | PS-iFAS Test-S | 0.82 |
Two-class SVM | CASIA | CASIA | PS-iFAS Test-T | 5.045 | |
Two-class SVM | CASIA | CASIA | PS-iFAS Test | 3.35 | |
CNN [37] | Deep CNN | CASIA | CASIA | \(C_{sp}\),\(\alpha , \beta , \gamma\) | 1.85 |
Radiometric distortion [12] | Two-class SVM RBF | CASIA | CASIA | \(C_{sp}\) | 0.00 |
CPqDN [38] | CNN | OULU-NPU | OULU-NPU | ProtocolIÂ [39] | 6.9 |
GRADIANT [38] | CNN | OULU-NPU | OULU-NPU | ProtocolIÂ [39] | 6.9 |
STASN [40] | CNN | OULU-NPU | OULU-NPU | ProtocolIÂ [39] | 1.9 |
FaceDs [41] | CNN | OULU-NPU | OULU-NPU | ProtocolIÂ [39] | 1.5 |
STPM [42] | CNN | OULU-NPU | OULU-NPU | \(C_{sp}\), RGB+Depth | 1.0 |
NHF [28] | CNN | CASIA-SURF | CASIA-SURF | \(C_{sp}\), RGB+Depth | 4.7 |
Single-scale SEF [28] | CNN | CASIA-SURF | CASIA-SURF | \(C_{sp}\), RGB+Depth | 2.4 |
Multi-scale SEF [28] | CNN | CASIA-SURF | CASIA-SURF | \(C_{sp}\), RGB+Depth | 0.8 |
PSMM-Net [43] | CNN | CASIA-SURF | CASIA-SURF | \(C_{sp}\), RGB+Depth | 0.4 |
PSMM-Net(CeFA) [43] | CNN | CASIA-SURF | CASIA-SURF | \(C_{sp}\), RGB+Depth | 0.2 |
Proposed image life trail | Two-class SVM linear | CASIA\(\alpha = 2.7\),\(\beta = 0.25\) | CASIA\(\alpha = 2.7\),\(\beta = 0.25\) | \(C_{sp}\) | 0.3106 |
Proposed image life trail | Two-class SVM linear | Oulu-NPU\(\alpha = 3.4\),\(\beta = 0.1\) | Oulu-NPU\(\alpha = 3.4\),\(\beta = 0.1\) | \(C_{sp}\) | 1.1928 |
Proposed image life trail | Two-class SVM linear | CASIA-SURF\(\alpha =1.7\),\(\beta = 0.15\) | CASIA-SURF\(\alpha =1.7\),\(\beta = 0.15\) | \(C_{sp}\) | 2.2462 |