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ResearchFormerly WizWand

Face Anti-Spoofing on CASIA-SURF

0.45ACERMARS
-0.19684.16918.53512.9009Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MARSRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.060.45
SimMLMRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.060.63
MARSRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.060.66
DMRNetRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.060.66
MoMKERGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.060.79
DMRNetRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.060.8
Flex-MoERGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.060.84
MMANetRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.060.87
MARSRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.061.06
MoMKERGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.061.06
SimMLMRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.061.13
SimMLMRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.061.15
MMANetRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.061.18
RFNetRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.061.18
Flex-MoERGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.061.19
MoMKERGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.061.2
DMRNetRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.061.21
Flex-MoERGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.061.27
MMANetRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.061.61
ShaSpecRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.061.79
MARSRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.061.87
LCRRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.061.88
mmFormerRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.061.93
mmFormerRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.061.94
MoMKERGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.061.95
HeMISRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.061.97
DMRNetRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.062.01
MARSRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.062.09
ResNet-18RGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=true2026.062.21
RFNetRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.062.23
MMANetRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.062.27
SimMLMRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.062.42
ShaSpecRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.062.52
Flex-MoERGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.062.63
DMRNetRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.063
MMANetRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.063.01
mmFormerRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.063.1
ShaSpecRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.063.11
RFNetRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.063.22
HeMISRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.063.23
LCRRGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.063.32
SimMLMRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.063.38
LCRRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.063.53
Flex-MoERGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.063.58
mmFormerRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.063.67
HeMISRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.063.68
MARSRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.063.96
RFNetRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.064.17
ShaSpecRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.064.23
RFNetRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.064.27
LCRRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.064.4
ResNet-18RGB Modality Presence=true, Depth Modality Presence=true, IR Modality Presence=false2026.064.61
HeMISRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.064.7
mmFormerRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.064.77
ResNet-18RGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=true2026.064.95
MoMKERGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.065.09
LCRRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.065.16
ResNet-18RGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.065.87
ShaSpecRGB Modality Presence=false, Depth Modality Presence=true, IR Modality Presence=false2026.066.25
HeMISRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.066.27
ResNet-18RGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=true2026.066.68
MARSRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.066.92
Flex-MoERGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.067.25
SimMLMRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.067.82
DMRNetRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.068.23
MMANetRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.068.57
DMRNetRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.068.98
SimMLMRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.069.05
Flex-MoERGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.069.1
MoMKERGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.0610.04
MMANetRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.0610.04
ShaSpecRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.0610.71
mmFormerRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.0611.15
ShaSpecRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.0611.57
ResNet-18RGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.0611.75
RFNetRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.0612.43
MoMKERGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.0612.57
LCRRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.0613.44
mmFormerRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.0613.99
HeMISRGB Modality Presence=true, Depth Modality Presence=false, IR Modality Presence=false2026.0614.36
RFNetRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.0614.69
LCRRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.0615.26
HeMISRGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.0616.21
ResNet-18RGB Modality Presence=false, Depth Modality Presence=false, IR Modality Presence=true2026.0616.62