Face Anti-Spoofing on CASIA-SURF
0.45ACERMARS
Evaluation Results
| Method | Links | |
|---|---|---|
| MARSRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 0.45 | |
| SimMLMRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 0.63 | |
| MARSRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 0.66 | |
| DMRNetRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 0.66 | |
| MoMKERGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 0.79 | |
| DMRNetRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 0.8 | |
| Flex-MoERGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 0.84 | |
| MMANetRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 0.87 | |
| MARSRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 1.06 | |
| MoMKERGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 1.06 | |
| SimMLMRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 1.13 | |
| SimMLMRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 1.15 | |
| MMANetRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 1.18 | |
| RFNetRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 1.18 | |
| Flex-MoERGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 1.19 | |
| MoMKERGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 1.2 | |
| DMRNetRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 1.21 | |
| Flex-MoERGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 1.27 | |
| MMANetRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 1.61 | |
| ShaSpecRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 1.79 | |
| MARSRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 1.87 | |
| LCRRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 1.88 | |
| mmFormerRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 1.93 | |
| mmFormerRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 1.94 | |
| MoMKERGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 1.95 | |
| HeMISRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 1.97 | |
| DMRNetRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 2.01 | |
| MARSRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 2.09 | |
| ResNet-18RGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 2.21 | |
| RFNetRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 2.23 | |
| MMANetRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 2.27 | |
| SimMLMRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 2.42 | |
| ShaSpecRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 2.52 | |
| Flex-MoERGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 2.63 | |
| DMRNetRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 3 | |
| MMANetRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 3.01 | |
| mmFormerRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 3.1 | |
| ShaSpecRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 3.11 | |
| RFNetRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 3.22 | |
| HeMISRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 3.23 | |
| LCRRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 3.32 | |
| SimMLMRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 3.38 | |
| LCRRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 3.53 | |
| Flex-MoERGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 3.58 | |
| mmFormerRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 3.67 | |
| HeMISRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 3.68 | |
| MARSRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 3.96 | |
| RFNetRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 4.17 | |
| ShaSpecRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 4.23 | |
| RFNetRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 4.27 | |
| LCRRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 4.4 | |
| ResNet-18RGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 4.61 | |
| HeMISRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 4.7 | |
| mmFormerRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 4.77 | |
| ResNet-18RGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.06 | 4.95 | |
| MoMKERGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 5.09 | |
| LCRRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 5.16 | |
| ResNet-18RGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 5.87 | |
| ShaSpecRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.06 | 6.25 | |
| HeMISRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 6.27 | |
| ResNet-18RGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 6.68 | |
| MARSRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.06 | 6.92 | |
| Flex-MoERGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 7.25 | |
| SimMLMRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.06 | 7.82 | |
| DMRNetRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.06 | 8.23 | |
| MMANetRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.06 | 8.57 | |
| DMRNetRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 8.98 | |
| SimMLMRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 9.05 | |
| Flex-MoERGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.06 | 9.1 | |
| MoMKERGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.06 | 10.04 | |
| MMANetRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 10.04 | |
| ShaSpecRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 10.71 | |
| mmFormerRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.06 | 11.15 | |
| ShaSpecRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.06 | 11.57 | |
| ResNet-18RGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.06 | 11.75 | |
| RFNetRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.06 | 12.43 | |
| MoMKERGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 12.57 | |
| LCRRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.06 | 13.44 | |
| mmFormerRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 13.99 | |
| HeMISRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.06 | 14.36 | |
| RFNetRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 14.69 | |
| LCRRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 15.26 | |
| HeMISRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 16.21 | |
| ResNet-18RGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.06 | 16.62 |