Table 2 Summary of face presentation...

Table 2

Summary of face presentation attack databases.

Database	Release year	Modalities	# Images or Videos (Live, Spoof)	Spoof medium	Acquisition device
ZJU EyeBlink [156]	2007	RGB	(80, 100)	High-quality photo	Webcam (320 × 240)
NUAA [193]	2010	RGB	(5105, 7509)	A4 paper	Webcam (640 × 480)
IDIAP Print Attack [13]	2011	RGB	(200, 200)	A4 paper	MacBook Webcam (320x240)
CASIA PASD [242]	2012	RGB	(200, 450)	iPad 1 (1024 × 768) Printed photo	Sony NEX-5 (1280 × 720) USB camera (640 × 480) Webcam (640 × 480)
IDIAP Replay Attack [35]	2012	RGB	(200, 1000)	iPad 1 (1024 × 768) iPhone 3GS (480 × 320)	MacBook Webcam (320 × 240) Cannon PowerShot SX 150 IS (1280 × 720)
3DMAD [148]	2013	RGB, Depth	(51100, 25500)	3D Mask	Microsoft Kinect for Xbox 360 (640 × 480)
MSU-MPSD [212]	2015	RGB	(110, 330)	iPad Air (2048 × 1536) iPhone 5s (1136 × 640) A3 paper	Nexus 5 (720 × 480) MacBook (640 × 480) Canon 550D (1920 × 1088) iPhone 5s (1920 × 1080)
MSU-RAPS [158]	2015	RGB	(55, 110)	MacBook (1280x800)	Nexus 5 (1920 × 1080) iPhone 6 (1920 × 1080)
IDIAP Multi-spectral-Spoof [36]	2016	RGB, Near-Infrared	(1689, 3024)	A4 paper	u-Eye camera (1280 × 1024)
MSU-USSA [157]	2016	RGB	(1140, 9120)	MacBook (2880 × 1800) Nexus 5 (1920 × 1080) Tablet (1920 × 1200) 11 × 8.5 in. paper	Nexus 5 (3264 × 2448) Cameras used to capture celebrity photos
HKBU-MARs [128]	2016	RGB	(504, 504)	3D Mask A3 paper	Logitech C920, industrial camera, Canon EOS M3, Nexus 5, iPhone 6 Samsung S7, Sony Tablet S Samsung Galaxy S6 edge
OULU-NPU [22]	2017	RGB	(1980, 3960)	Dell UltraSharp 1905PP Display (1280 × 1024) MacBook 2015 (2560 × 1600)	HTC Desire EYE, ΟΡΡΟ N3 MEIZU X5, ASUS Zenfore Selfle Sony XPERIA C5 Ultra Dual
SiW (Spoofing in the Wild) [130]	2018	RGB	(1320, 3300)	Samsung Galaxy S8 iPhone 7, iPad Pro PC (Asus MB168B) screen	Canon EOS T6 Logistech C920 webcam
ROSE-YOUTU [108]	2018	RGB	4225	A4 paper Lenovo LCD (4096 × 2160) Mac screen (2560 × 1600)	Hasee smartphone (640 × 480) Huawei Smartphone (640 × 480) iPad 4 (640 × 480) iPhone 5s (1280 × 720)
IDIAP-CSMAD [18]	2018	RGB, near-infrared (NIR), Thermal from long-wave infrared (LWIR)	(87, 159)	3D Mask	ZTE smartphone (1280 × 720) Realsense SR300, Compact Pro
3DMA [214]	2019	RGB, NIR	(536, 384)	3D Mask	R0710A binocular camera (640 × 480)
CUHK MMLab CelebA-Spoof [240]	2020	RGB	625,537	A4 paper Face mask, PC	24 sensors with 4 types (PC, Camera, Tablet, Phone)
CASIA-SURP 3D Mask [233]	2020	RGB	(288, 864)	3D Mask	Apple, Huawei, Samsung
CASIA-SURP 3D HiFi Mask [1251	2020	RGB	(13650, 40950)	3D Mask	iPhonell, iPhoneX, MHO, P40, S20, Vivo, HJIM
Ambient-Plash [46]	2021	RGB, additional light flashing	(7503, 7503)	Printed paper Digital screen	Logitech C920 HD webcam LenovoT430u laptop webcam (640 × 480), MotoG4
Echo-Spoof [99]	2022	RGB, Acoustic	(82,850, 166,666)	A4 paper iPad Pro (2388 × 1668) iPad Air 3 (2224 × 1668)	Samsung Edge Note (2560 × 1440) Samsung Galaxy S9 (3264 × 2448) Samsung Galaxy S21 (4216 X 2371) Xiaomi Redmi7 (3264x2448)

Database	Release year	Modalities	# Images or Videos (Live, Spoof)	Spoof medium	Acquisition device
ZJU EyeBlink [156]	2007	RGB	(80, 100)	High-quality photo	Webcam (320 × 240)
NUAA [193]	2010	RGB	(5105, 7509)	A4 paper	Webcam (640 × 480)
IDIAP Print Attack [13]	2011	RGB	(200, 200)	A4 paper	MacBook Webcam (320x240)
CASIA PASD [242]	2012	RGB	(200, 450)	iPad 1 (1024 × 768) Printed photo	Sony NEX-5 (1280 × 720) USB camera (640 × 480) Webcam (640 × 480)
IDIAP Replay Attack [35]	2012	RGB	(200, 1000)	iPad 1 (1024 × 768) iPhone 3GS (480 × 320)	MacBook Webcam (320 × 240) Cannon PowerShot SX 150 IS (1280 × 720)
3DMAD [148]	2013	RGB, Depth	(51100, 25500)	3D Mask	Microsoft Kinect for Xbox 360 (640 × 480)
MSU-MPSD [212]	2015	RGB	(110, 330)	iPad Air (2048 × 1536) iPhone 5s (1136 × 640) A3 paper	Nexus 5 (720 × 480) MacBook (640 × 480) Canon 550D (1920 × 1088) iPhone 5s (1920 × 1080)
MSU-RAPS [158]	2015	RGB	(55, 110)	MacBook (1280x800)	Nexus 5 (1920 × 1080) iPhone 6 (1920 × 1080)
IDIAP Multi-spectral-Spoof [36]	2016	RGB, Near-Infrared	(1689, 3024)	A4 paper	u-Eye camera (1280 × 1024)
MSU-USSA [157]	2016	RGB	(1140, 9120)	MacBook (2880 × 1800) Nexus 5 (1920 × 1080) Tablet (1920 × 1200) 11 × 8.5 in. paper	Nexus 5 (3264 × 2448) Cameras used to capture celebrity photos
HKBU-MARs [128]	2016	RGB	(504, 504)	3D Mask A3 paper	Logitech C920, industrial camera, Canon EOS M3, Nexus 5, iPhone 6 Samsung S7, Sony Tablet S Samsung Galaxy S6 edge
OULU-NPU [22]	2017	RGB	(1980, 3960)	Dell UltraSharp 1905PP Display (1280 × 1024) MacBook 2015 (2560 × 1600)	HTC Desire EYE, ΟΡΡΟ N3 MEIZU X5, ASUS Zenfore Selfle Sony XPERIA C5 Ultra Dual
SiW (Spoofing in the Wild) [130]	2018	RGB	(1320, 3300)	Samsung Galaxy S8 iPhone 7, iPad Pro PC (Asus MB168B) screen	Canon EOS T6 Logistech C920 webcam
ROSE-YOUTU [108]	2018	RGB	4225	A4 paper Lenovo LCD (4096 × 2160) Mac screen (2560 × 1600)	Hasee smartphone (640 × 480) Huawei Smartphone (640 × 480) iPad 4 (640 × 480) iPhone 5s (1280 × 720)
IDIAP-CSMAD [18]	2018	RGB, near-infrared (NIR), Thermal from long-wave infrared (LWIR)	(87, 159)	3D Mask	ZTE smartphone (1280 × 720) Realsense SR300, Compact Pro
3DMA [214]	2019	RGB, NIR	(536, 384)	3D Mask	R0710A binocular camera (640 × 480)
CUHK MMLab CelebA-Spoof [240]	2020	RGB	625,537	A4 paper Face mask, PC	24 sensors with 4 types (PC, Camera, Tablet, Phone)
CASIA-SURP 3D Mask [233]	2020	RGB	(288, 864)	3D Mask	Apple, Huawei, Samsung
CASIA-SURP 3D HiFi Mask [1251	2020	RGB	(13650, 40950)	3D Mask	iPhonell, iPhoneX, MHO, P40, S20, Vivo, HJIM
Ambient-Plash [46]	2021	RGB, additional light flashing	(7503, 7503)	Printed paper Digital screen	Logitech C920 HD webcam LenovoT430u laptop webcam (640 × 480), MotoG4
Echo-Spoof [99]	2022	RGB, Acoustic	(82,850, 166,666)	A4 paper iPad Pro (2388 × 1668) iPad Air 3 (2224 × 1668)	Samsung Edge Note (2560 × 1440) Samsung Galaxy S9 (3264 × 2448) Samsung Galaxy S21 (4216 X 2371) Xiaomi Redmi7 (3264x2448)

[ViewLarge]

Sharing Unavailable