Presentation Attack Detection on WMCA grandtest protocol (test)
0.2ACERMCCNN(BCE)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MCCNN(BCE)2020.07 | 0.2 | 0.5 | 0 | |
| MCCNN(BCE+OCCL)-GMM2020.07 | 0.4 | 0.6 | 0.1 | |
| multi-channel face detectorProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 1.5 | 1.9 | 1 | |
| MC-ResNetPAD2020.07 | 2.6 | 3.5 | 1.6 | |
| MCCNN-GDIProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 3 | 6.1 | 0 | |
| MC-RDWT-Haralick-SVM2020.07 | 3.3 | 5.4 | 1.2 | |
| MC-LBP-SVM2020.07 | 4.6 | 8.5 | 0.6 | |
| DeepPixBiSInput=RGB only2020.07 | 6 | 8.2 | 3.7 | |
| Infrared (Haralick-LR)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 11 | 21.9 | 0 | |
| Haralick FusionProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 13.6 | 27 | 0.3 | |
| FASNet (Color)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 14.3 | 24.9 | 3.8 | |
| Color (Haralick-LR)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 21.5 | 42 | 1 | |
| IQM-LBP fusionProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 24 | 47.7 | 0.3 | |
| MC-RDWT-Haralick-GMM2020.07 | 24.7 | 47.7 | 1.7 | |
| Depth (Haralick-LR)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 25.4 | 50.6 | 0.2 | |
| MC-RDWT-Haralick-SVMtrained on=WMCA, channels=RGB2020.07 | 29.6 | — | — | |
| MC-CNN2019.09 | 30 | 60 | 0 | |
| MCCNN (BCE+OCCL)-GMMtrained on=WMCA, channels=RGB2020.07 | 31.9 | — | — | |
| MC-RDWT-Haralick-GMMtrained on=WMCA, channels=RGB2020.07 | 34 | — | — | |
| MCCNN (BCE)trained on=WMCA, channels=RGB2020.07 | 34 | — | — | |
| MC-LBP-SVMtrained on=SiW-M, channels=RGB2020.07 | 38.6 | — | — | |
| MCCNN (BCE+OCCL)-GMMtrained on=SiW-M, channels=RGB2020.07 | 41.8 | — | — | |
| MCCNN (BCE)trained on=SiW-M, channels=RGB2020.07 | 42.3 | — | — | |
| MC-RDWT-Haralick-GMMtrained on=SiW-M, channels=RGB2020.07 | 43.6 | — | — | |
| DeepPixBiStrained on=SiW-M, channels=RGB2020.07 | 44.4 | — | — | |
| MC-RDWT-Haralick-SVMtrained on=SiW-M, channels=RGB2020.07 | 45.3 | — | — | |
| MC-LBP-SVMtrained on=WMCA, channels=RGB2020.07 | 45.5 | — | — | |
| DeepPixBiStrained on=WMCA, channels=RGB2020.07 | 49.1 | — | — | |
| RDWT+Haralick Score fusionmode=Score fusion2019.09 | 344 | 639 | 49 | |
| IQM+LBP Score fusionmode=Score fusion2019.09 | 754 | 1,392 | 117 |