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Table 1 Selective face anti-spoofing datasets and related parameters

From: Image life trails based on contrast reduction models for face counter-spoofing

Datasets

Year

No. of subjects

Camera

Image representation

Spoof-type

Race

CASIA [18]

2012

50

VIS

RGB

Print photo, cut photo

Chinese

MSU-MFSD [23]

2015

35

Phone Laptop

RGB

Printed photo

Asia, Middle east

Hispanic, Europeans

Latin Americans

Oulu NPU [27]

2018

20

VIS

RGB

Printed photo

Europeans and Middle east

CASIA SURF [28]

2018

1000

Real sense

RGB/depth

Print and cut photos

Almost all the races