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Remote Photoplethysmography Correspondence Feature for 3D Mask Face Presentation Attack Detection
[chapter]
2018
Lecture Notes in Computer Science
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3D mask face presentation attack, as a new challenge in face recognition, has been attracting increasing attention. ...
Recently, remote Photoplethysmography (rPPG) is employed as an intrinsic liveness cue which is independent of the mask appearance. ...
Three typical rPPG signal patterns in 3D mask presentation attack detection (PAD). Ideally, the difference of rPPG signals from genuine face and masked face is significant. ...
doi:10.1007/978-3-030-01270-0_34
fatcat:66fhfmrx6fc3ti2cb4obrmyhva
Time Analysis of Pulse-Based Face Anti-Spoofing in Visible and NIR
2018
2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
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In this paper we study Presentation Attack Detection (PAD) in face recognition systems against realistic artifacts such as 3D masks or good quality of photo attacks. ...
In recent works, pulse detection based on remote photoplethysmography (rPPG) has shown to be a effective countermeasure in concrete setups, but still there is a need for a deeper understanding of when ...
In this scenario, detecting pulse from face videos using remote photoplethysmography (rPPG) has proved to be an effective countermeasure against 3D mask attacks [18] . ...
doi:10.1109/cvprw.2018.00096
dblp:conf/cvpr/Hernandez-Ortega18
fatcat:fzlm6xdnrndxrnjodwkezbpzee
Temporal Similarity Analysis of Remote Photoplethysmography for Fast 3D Mask Face Presentation Attack Detection
2020
2020 IEEE Winter Conference on Applications of Computer Vision (WACV)
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To tackle the 3D mask face presentation attack, remote Photoplethysmography (rPPG), a biomedical technique that can detect heartbeat signal remotely, is employed as an intrinsic liveness cue. ...
To shorten the observation time (within 1-second) while keeping the performance, we propose a fast rPPG-based 3D mask presentation attack detection (PAD) method by analyzing the similarity of local facial ...
Recently, a new liveness cue based on remote photoplethysmography (rPPG) is proposed to tackle the 3D mask attack challenge [18, 16] . rPPG is a new technique that can extract the heartbeat signal through ...
doi:10.1109/wacv45572.2020.9093337
dblp:conf/wacv/LiuLY20
fatcat:bd5ynqdxhzalfe6iqn27iunoku
Face Liveness Detection by rPPG Features and Contextual Patch-Based CNN
2019
Proceedings of the 2019 3rd International Conference on Biometric Engineering and Applications - ICBEA 2019
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Previous studies showed that live faces and presentation attacks have significant differences in both remote photoplethysmography (rPPG) and texture information, we propose a generalized method exploiting ...
Finally, weight summation strategy is employed for decision level fusion, which helps to generalize the method for not only print attack and replay attack but also mask attack. ...
Mask attack: an attacker wears a 3D face mask to cheat the system. Mask attack is the most difficult attack to be detected because the high-quality mask is quite similar to the real face. ...
doi:10.1145/3345336.3345345
dblp:conf/icbea/LinLYZ19
fatcat:mxvtphraurgwrg3w3fwkpve7a4
Local Remote Photoplethysmography Signal Analysis for Application in Presentation Attack Detection
2019
International Symposium on Vision, Modeling, and Visualization
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All tested masks can be detected and identified as presentation attacks. ...
We then calculate for an image sequence, a local remote photoplethysmography (rPPG) signal that is presented by a chrominancebased signal. ...
It is challenging to detect mask attacks because they imitate entire 3D structures and facial colors. ...
doi:10.2312/vmv.20191327
dblp:conf/vmv/KossackWHE19
fatcat:lv33eep6hveszdryf3v2dtamxm
The Effectiveness of Depth Data in Liveness Face Authentication Using 3D Sensor Cameras
2019
Sensors
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Therefore, this technique of employing 3D cameras for liveness of face authentication is underexplored for its vulnerabilities to spoofing attacks. ...
This research reviews the literature on this aspect and then evaluates the liveness detection to suggest solutions that account for the weaknesses found in detecting spoofing attacks. ...
Heart rate could be estimated remotely from face videos using the photoplethysmography (PPG) technique [8, 9] . ...
doi:10.3390/s19081928
fatcat:nwvshuksxfgf7ee7gdzonu3zhi
What You Can't See Can Help You - Extended-Range Imaging for 3D-Mask Presentation Attack Detection
2017
2017 International Conference of the Biometrics Special Interest Group (BIOSIG)
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Research in face presentation-attack detection (PAD) in general, and also specifically for 3D-mask based attacks, has mostly concentrated on imagery in the visible-light range of wavelengths (RGB). ...
We look beyond imagery in the visible-light spectrum to find potentially easier solutions for the challenge of face presentation-attack detection (PAD). ...
Guillaume Clivaz, who implemented the image-capture applications for the two cameras used in this work. ...
doi:10.23919/biosig.2017.8053524
dblp:conf/biosig/BhattacharjeeM17
fatcat:p3od3ddgszchdm46n5mhhrcdki
Digital and Physical-World Attacks on Remote Pulse Detection
[article]
2021
arXiv
pre-print
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face presentation attack detection (PAD). ...
We also show that our attacks extend beyond medical applications, since the method can effectively generate a strong periodic pulse on 3D-printed face masks, which presents difficulties for pulse-based ...
In no case does such identification imply recommendation or endorsement by Securiport LLC, nor does it imply that the equipment identified is necessarily the best available for this purpose. ...
arXiv:2110.11525v1
fatcat:q7cmpuasijho3padq6tfn4ekry
Access Control in Smart Homes by Android-Based Liveness Detection
2017
EAI Endorsed Transactions on Ambient Systems
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them to discriminate a true 3D and live face, from a fake or printed 2D one. ...
The liveness detection based on such a discrimination provides antispoofing capabilities to secure access control based on face recognition. ...
Instead, Liu et al. propose to use remote Photoplethysmography (rPPG) as an intrinsic liveness cue for 3D mask face anti-spoofing [31] . ...
doi:10.4108/eai.17-5-2017.152546
fatcat:rfcvzgqcijblrjrbrkabq22vg4
Presentation attack detection for face recognition using remote photoplethysmography and cascaded fusion
2021
Turkish Journal of Electrical Engineering and Computer Sciences
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3D mask. ...
Remote (non-contact) 5 photoplethysmography (rPPG) is useful for liveness detection using a facial video by estimating the heart-rate of the 6 subject. ...
based features are useful for discriminating flat patterns such as the surface of the masks used in 3D 16 mask attacks. ...
doi:10.3906/elk-2010-93
fatcat:ykpatrcgnrf4jelfm7o6v6xrt4
A Survey on Anti-Spoofing Methods for Facial Recognition with RGB Cameras of Generic Consumer Devices
2020
Journal of Imaging
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The widespread deployment of facial recognition-based biometric systems has made facial presentation attack detection (face anti-spoofing) an increasingly critical issue. ...
This survey thoroughly investigates facial Presentation Attack Detection (PAD) methods that only require RGB cameras of generic consumer devices over the past two decades. ...
Such methods can effectively in detecting static photo attacks but not video replay with motion/liveness cues and 3D mask attacks; • Remote PhotoPlethysmoGraphy (rPPG) is the most widely used technique ...
doi:10.3390/jimaging6120139
pmid:34460536
pmcid:PMC8321190
fatcat:it24rmdhpjgcjdtou4jlhnv6d4
Biometric Face Presentation Attack Detection with Multi-Channel Convolutional Neural Network
2019
IEEE Transactions on Information Forensics and Security
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2019 pre-print arXiv:1909.08848v1 fatcat:5zn2kfpukregfpbe2fkslel5um
We also introduce the new Wide Multi-Channel presentation Attack (WMCA) database for face PAD which contains a wide variety of 2D and 3D presentation attacks for both impersonation and obfuscation attacks ...
Even though there are many methods available for tackling presentation attacks (PA), most of them fail to detect sophisticated attacks such as silicone masks. ...
Heusch and Marcel [25] , [11] recently proposed a method for using features derived from remote photoplethysmography (rPPG). ...
doi:10.1109/tifs.2019.2916652
fatcat:s7ykireul5harmgrspvz76nsgi
A Study on Presentation Attack Detection in Thermal Infrared
2020
Sensors
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Finally, a two-step deep learning-based method for the detection of presentation attacks is presented. ...
A thorough analysis of presentation attacks using printed and displayed facial photographs, 3D-printed, custom flexible 3D-latex and silicone masks is provided. ...
Ethical Statements: All subjects gave their informed consent for inclusion before they participated in the study. ...
doi:10.3390/s20143988
pmid:32709065
fatcat:vssrmupn7vbwpbvdlmzjpcdldm
A Survey on Face Anti-Spoofing Algorithms
2020
Journal of Information Hiding and Privacy Protection
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This paper introduces the research progress of face anti-spoofing algorithm, and divides the existing face anti-spoofing methods into two categories: methods based on manual feature expression and methods ...
The development of artificial intelligence makes the application of face recognition more and more extensive, which also leads to the security of face recognition technology increasingly prominent. ...
This method is relatively simple, but sensitive to light, and has poor detection effect on video attack and 3D mask attack. ...
doi:10.32604/jihpp.2020.010467
fatcat:5otomm6a3jcuxbhyorqq3ofgxi
A 3D Mask Presentation Attack Detection Method Based on Polarization Medium Wave Infrared Imaging
2020
Symmetry
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3D silicone mask presentation attack. ...
Facial recognition systems are often spoofed by presentation attack instruments (PAI), especially by the use of three-dimensional (3D) face masks. ...
providing the experimental equipment and sites for this research. ...
doi:10.3390/sym12030376
fatcat:7xai6bvltzbovi2voame3n6llu
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