Presentation Attack Detection on WMCA grandtest protocol (dev)
0.1APCERMCCNN(BCE+OCCL)-GMM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MCCNN(BCE+OCCL)-GMM2020.07 | 0.1 | 0.6 | |
| MCCNN(BCE)2020.07 | 0.4 | 0.7 | |
| DeepPixBiSInput=RGB only2020.07 | 1 | 1 | |
| multi-channel face detectorProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 1.2 | 0.7 | |
| MCCNN-GDIProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 2.3 | 1.2 | |
| MC-RDWT-Haralick-SVM2020.07 | 3.6 | 2.3 | |
| MC-LBP-SVM2020.07 | 3.6 | 2.3 | |
| MC-ResNetPAD2020.07 | 3.8 | 2.4 | |
| Infrared (Haralick-LR)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 24.9 | 12.5 | |
| Haralick FusionProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 29 | 14.6 | |
| FASNet (Color)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 29.3 | 14.7 | |
| Color (Haralick-LR)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 41.1 | 20.6 | |
| IQM-LBP fusionProtocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 41.9 | 21 | |
| Depth (Haralick-LR)Protocol=Grandtest, Threshold=BPCER 0.2% in dev set2020.06 | 42.2 | 21.2 | |
| MC-RDWT-Haralick-GMM2020.07 | 43.4 | 22.2 | |
| MC-CNN2019.09 | 68 | 84 | |
| RDWT+Haralick Score fusionmode=Score fusion2019.09 | 620 | 360 | |
| IQM+LBP Score fusionmode=Score fusion2019.09 | 1,052 | 576 |