Presentation Attack Detection on WMCA unseen attack protocol (test)
0APCERRDWT+Haralick Score fusion
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RDWT+Haralick Score fusionProtocol=LOO_prints, Threshold=computed for BPCER 1% in dev set2019.09 | 0 | 0 | 0 | |
| MC-CNNProtocol=LOO_fakehead, Threshold=computed for BPCER 1% in dev set2019.09 | 0 | 0 | 0 | |
| MC-CNNProtocol=LOO_papermask, Threshold=computed for BPCER 1% in dev set2019.09 | 0 | 0.7 | 0.35 | |
| MC-CNNProtocol=LOO_prints, Threshold=computed for BPCER 1% in dev set2019.09 | 0 | 0 | 0 | |
| MC-CNNProtocol=LOO_replay, Threshold=computed for BPCER 1% in dev set2019.09 | 0 | 0.24 | 0.12 | |
| MC-RDWT-Haralick-GMMThreshold=computed for BPCER 1% in dev set2020.07 | 0 | 20 | 10 | |
| MCCNN(BCE)Threshold=computed for BPCER 1% in dev set2020.07 | 0 | 100 | 50 | |
| IQM+LBP Score fusionProtocol=LOO_replay, Threshold=computed for BPCER 1% in dev set2019.09 | 0.15 | 1.53 | 0.84 | |
| MC-CNNProtocol=LOO_rigidmask, Threshold=computed for BPCER 1% in dev set2019.09 | 0.63 | 0.87 | 0.75 | |
| IQM+LBP Score fusionProtocol=LOO_prints, Threshold=computed for BPCER 1% in dev set2019.09 | 3.52 | 1.08 | 2.3 | |
| RDWT+Haralick Score fusionProtocol=LOO_papermask, Threshold=computed for BPCER 1% in dev set2019.09 | 4.01 | 0.49 | 2.25 | |
| IQM+LBP Score fusionProtocol=LOO_fakehead, Threshold=computed for BPCER 1% in dev set2019.09 | 4.12 | 0.64 | 2.38 | |
| RDWT+Haralick Score fusionProtocol=LOO_fakehead, Threshold=computed for BPCER 1% in dev set2019.09 | 4.82 | 1.5 | 3.16 | |
| MC-CNNProtocol=LOO_flexiblemask, Threshold=computed for BPCER 1% in dev set2019.09 | 5.04 | 0 | 2.52 | |
| RDWT+Haralick Score fusionProtocol=LOO_replay, Threshold=computed for BPCER 1% in dev set2019.09 | 10.03 | 1.51 | 5.77 | |
| RDWT+Haralick Score fusionProtocol=LOO_rigidmask, Threshold=computed for BPCER 1% in dev set2019.09 | 15.3 | 0 | 7.65 | |
| IQM+LBP Score fusionProtocol=LOO_rigidmask, Threshold=computed for BPCER 1% in dev set2019.09 | 27.47 | 1.08 | 14.27 | |
| RDWT+Haralick Score fusionProtocol=LOO_flexiblemask, Threshold=computed for BPCER 1% in dev set2019.09 | 28.06 | 0.03 | 14.05 | |
| MC-RDWT-Haralick-SVMThreshold=computed for BPCER 1% in dev set2020.07 | 30 | 10 | 20 | |
| MCCNN(BCE+OCCL)-GMMThreshold=computed for BPCER 1% in dev set2020.07 | 30 | 60 | 50 | |
| IQM+LBP Score fusionProtocol=LOO_papermask, Threshold=computed for BPCER 1% in dev set2019.09 | 31.51 | 1.17 | 16.34 | |
| IQM+LBP Score fusionProtocol=LOO_flexiblemask, Threshold=computed for BPCER 1% in dev set2019.09 | 56.36 | 0.8 | 28.58 | |
| MC-CNNProtocol=LOO_glasses, Threshold=computed for BPCER 1% in dev set2019.09 | 84.27 | 0 | 42.14 | |
| RDWT+Haralick Score fusionProtocol=LOO_glasses, Threshold=computed for BPCER 1% in dev set2019.09 | 97.09 | 0.61 | 48.85 | |
| IQM+LBP Score fusionProtocol=LOO_glasses, Threshold=computed for BPCER 1% in dev set2019.09 | 100 | 1.72 | 50.86 | |
| MC-ResNetPADThreshold=computed for BPCER 1% in dev set2020.07 | 410 | 90 | 250 | |
| MC-LBP-SVMThreshold=computed for BPCER 1% in dev set2020.07 | 4,070 | 10 | 2,040 | |
| DeepPixBiS (RGB only)Threshold=computed for BPCER 1% in dev set2020.07 | 7,770 | 30 | 3,900 |