21.5.1.6 Spoofing, Faces, Other Biometrics

Chapter Contents (Back)
Disguised Faces. Spoofing. Some related issues, forgery:
See also Face Forgery. And deepfakes:
See also Deepfakes, Face Synthesis, Fake News, Generation, Detection.
See also Liveness Detection, Spoofing, Presentation Attack, Faces, Other Biometrics.
See also Face Animation, Video Face Synthesis.
See also Liveness Detection, Spoofing, Fingerprint Recognition.

Maatta, J., Hadid, A.[Abdenour], Pietikäinen, M.[Matti],
Face spoofing detection from single images using texture and local shape analysis,
IET-Bio(1), No. 1, March 2012, pp. 3-10.
DOI Link 1305
Award, IET Bio Premium. BibRef

Kose, N.[Neslihan], Dugelay, J.L.[Jean-Luc],
Mask spoofing in face recognition and countermeasures,
IVC(32), No. 10, 2014, pp. 779-789.
Elsevier DOI 1410
BibRef
Earlier:
Shape and Texture Based Countermeasure to Protect Face Recognition Systems against Mask Attacks,
Biometrics13(111-116)
IEEE DOI 1309
BibRef
And:
Countermeasure for the protection of face recognition systems against mask attacks,
FG13(1-6)
IEEE DOI 1309
Spoofing. face recognition BibRef

Kose, N.[Neslihan], Apvrille, L., Dugelay, J.L.[Jean-Luc],
Facial makeup detection technique based on texture and shape analysis,
FG15(1-7)
IEEE DOI 1508
face recognition BibRef

Biggio, B.[Battista], Akhtar, Z.[Zahid], Fumera, G.[Giorgio], Marcialis, G.L.[Gian Luca], Roli, F.[Fabio],
Security evaluation of biometric authentication systems under real spoofing attacks,
IET-Bio(1), No. 1, March 2012, pp. 11-24.
DOI Link 1305
Award, IET Bio Premium. BibRef
Earlier: A2, A3, A4, A5, Only:
Robustness Evaluation of Biometric Systems under Spoof Attacks,
CIAP11(I: 159-168).
Springer DOI 1109
BibRef

Biggio, B.[Battista], Fumera, G.[Giorgio], Marcialis, G.L.[Gian Luca], Roli, F.[Fabio],
Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems,
PAMI(39), No. 3, March 2017, pp. 561-575.
IEEE DOI 1702
Biometrics (access control) BibRef

Roli, F.[Fabio], Biggio, B.[Battista], Fumera, G.[Giorgio],
Pattern Recognition Systems under Attack,
CIARP13(I:1-8).
Springer DOI 1311
BibRef

Biggio, B., Fumera, G., Russu, P., Didaci, L., Roli, F.,
Adversarial Biometric Recognition: A review on biometric system security from the adversarial machine-learning perspective,
SPMag(32), No. 5, September 2015, pp. 31-41.
IEEE DOI 1509
biometrics (access control) BibRef

Galbally, J.[Javier], Marcel, S.[Sebastien], Fierrez, J.,
Image Quality Assessment for Fake Biometric Detection: Application to Iris, Fingerprint, and Face Recognition,
IP(23), No. 2, February 2014, pp. 710-724.
IEEE DOI 1402
face recognition BibRef

Galbally, J.[Javier], Marcel, S.[Sebastien],
Face Anti-spoofing Based on General Image Quality Assessment,
ICPR14(1173-1178)
IEEE DOI 1412
Databases BibRef

Hadid, A., Evans, N., Marcel, S., Fierrez, J.,
Biometrics Systems Under Spoofing Attack: An evaluation methodology and lessons learned,
SPMag(32), No. 5, September 2015, pp. 20-30.
IEEE DOI 1509
biometrics (access control) BibRef

Pinto, A., Pedrini, H., Robson Schwartz, W., Rocha, A.,
Face Spoofing Detection Through Visual Codebooks of Spectral Temporal Cubes,
IP(24), No. 12, December 2015, pp. 4726-4740.
IEEE DOI 1512
face recognition BibRef

Feng, L.T.[Li-Tong], Po, L.M.[Lai-Man], Li, Y.M.[Yu-Ming], Xu, X.Y.[Xu-Yuan], Yuan, F.[Fang], Cheung, T.C.H.[Terence Chun-Ho], Cheung, K.W.[Kwok-Wai],
Integration of image quality and motion cues for face anti-spoofing: A neural network approach,
JVCIR(38), No. 1, 2016, pp. 451-460.
Elsevier DOI 1605
Face anti-spoofing BibRef

Galbally, J.[Javier], Satta, R.[Riccardo],
Three-dimensional and two-and-a-half-dimensional face recognition spoofing using three-dimensional printed models,
IET-Bio(5), No. 2, 2016, pp. 83-91.
DOI Link 1606
biometrics (access control) BibRef

Gavrilescu, M.,
Study on using individual differences in facial expressions for a face recognition system immune to spoofing attacks,
IET-Bio(5), No. 3, 2016, pp. 236-242.
DOI Link 1609
emotion recognition BibRef

Schuckers, S.[Stephanie],
Presentations and attacks, and spoofs, oh my,
IVC(55, Part 1), No. 1, 2016, pp. 26-30.
Elsevier DOI 1612
Biometric recognition BibRef

Boulkenafet, Z., Komulainen, J., Hadid, A.,
Face Antispoofing Using Speeded-Up Robust Features and Fisher Vector Encoding,
SPLetters(24), No. 2, February 2017, pp. 141-145.
IEEE DOI 1702
face recognition BibRef

Ramachandra, R.[Raghavendra], Busch, C.[Christoph],
Presentation Attack Detection Methods for Face Recognition Systems: A Comprehensive Survey,
Surveys(50), No. 1, April 2017, pp. Article No 8.
DOI Link 1704
Survey, Spoofing. The vulnerability of face recognition systems to presentation attacks (also known as direct attacks or spoof attacks) has received a great deal of interest from the biometric community.
See also Presentation Attack Detection Methods for Fingerprint Recognition Systems: A Survey. BibRef

Raghavendra, R., Raja, K.B.[Kiran B.], Marcel, S.[Sébastien], Busch, C.[Christoph],
Face presentation attack detection across spectrum using time-frequency descriptors of maximal response in Laplacian scale-space,
IPTA16(1-6)
IEEE DOI 1703
face recognition. Targeted attacks. BibRef

Sepas-Moghaddam, A.[Alireza], Malhadas, L.[Luis], Correia, P.L.[Paulo Lobato], Pereira, F.M.[Fernando M.],
Face spoofing detection using a light field imaging framework,
IET-Bio(7), No. 1, January 2018, pp. 39-48.
DOI Link 1712
BibRef

Li, L.[Lei], Correia, P.L.[Paulo Lobato], Hadid, A.[Abdenour],
Face recognition under spoofing attacks: countermeasures and research directions,
IET-Bio(7), No. 1, January 2018, pp. 3-14.
DOI Link 1712
BibRef

Hadid, A.[Abdenour],
Face Biometrics Under Spoofing Attacks: Vulnerabilities, Countermeasures, Open Issues, and Research Directions,
Biometrics14(113-118)
IEEE DOI 1409
BibRef

Guest Editorial: Face Recognition and Spoofing Attacks,
IET-Bio(7), No. 1, January 2018, pp. 1-2.
DOI Link 1712
BibRef

Edmunds, T.[Taiamiti], Caplier, A.[Alice],
Face spoofing detection based on colour distortions,
IET-Bio(7), No. 1, January 2018, pp. 27-38.
DOI Link 1712
BibRef
Earlier:
Fake face detection based on radiometric distortions,
IPTA16(1-6)
IEEE DOI 1703
face recognition BibRef

Li, L., Feng, X.Y.[Xiao-Yi], Boulkenafet, Z., Xia, Z.Q.[Zhao-Qiang], Li, M., Hadid, A.[Abdenour],
An original face anti-spoofing approach using partial convolutional neural network,
IPTA16(1-6)
IEEE DOI 1703
computer vision BibRef

Zhao, X., Lin, Y., Heikkilä, J.,
Dynamic Texture Recognition Using Volume Local Binary Count Patterns With an Application to 2D Face Spoofing Detection,
MultMed(20), No. 3, March 2018, pp. 552-566.
IEEE DOI 1802
Dynamics, Face, Face recognition, Fractals, Histograms, Videos, 2D face spoofing detection, volume local binary count BibRef

Edmunds, T.[Taiamiti], Caplier, A.[Alice],
Motion-based countermeasure against photo and video spoofing attacks in face recognition,
JVCIR(50), 2018, pp. 314-332.
Elsevier DOI 1802
Motion cues, Face anti-spoofing, Fisher kernel, Replay attacks BibRef

Zhang, L.B.[Le-Bing], Peng, F.[Fei], Qin, L.[Le], Long, M.[Min],
Face spoofing detection based on color texture Markov feature and support vector machine recursive feature elimination,
JVCIR(51), 2018, pp. 56-69.
Elsevier DOI 1802
Face anti-spoofing, Color texture Markov feature, Adjacent facial pixels discrepancy, SVM-RFE BibRef

Beham, M.P.[M. Parisa], Roomi, S.M.M.[S. Md. Mansoor],
Anti-spoofing enabled face recognition based on aggregated local weighted gradient orientation,
SIViP(12), No. 3, March 2018, pp. 531-538.
WWW Link. 1804
BibRef

Li, L.[Lei], Feng, X.Y.[Xiao-Yi], Xia, Z.Q.[Zhao-Qiang], Jiang, X.Y.[Xiao-Yue], Hadid, A.[Abdenour],
Face spoofing detection with local binary pattern network,
JVCIR(54), 2018, pp. 182-192.
Elsevier DOI 1806
BibRef
Earlier: A1, A2, A4, A3, A5:
Face anti-spoofing via deep local binary patterns,
ICIP17(101-105)
IEEE DOI 1803
Face spoofing detection, Deep learning, Local binary pattern. Databases, Face, Feature extraction, Image color analysis, Machine learning, Support vector machines, Training BibRef

Boulkenafet, Z.[Zinelabidine], Komulainen, J.[Jukka], Hadid, A.[Abdenour],
On the generalization of color texture-based face anti-spoofing,
IVC(77), 2018, pp. 1-9.
Elsevier DOI 1809
BibRef
Earlier:
Face anti-spoofing based on color texture analysis,
ICIP15(2636-2640)
IEEE DOI 1512
Face recognition, Presentation attack detection, Spoofing, Color texture analysis, Cross-database, Generalization BibRef

Song, X.[Xiao], Zhao, X.[Xu], Fang, L.J.[Liang-Ji], Lin, T.W.[Tian-Wei],
Discriminative representation combinations for accurate face spoofing detection,
PR(85), 2019, pp. 220-231.
Elsevier DOI 1810
Face presentation attack detection, Template face registration, Binocular depth, Decision-level cascade strategy BibRef

Ur Rehman, Y.A.[Yasar Abbas], Po, L.M.[Lai-Man], Liu, M.Y.[Meng-Yang], Zou, Z.J.[Zi-Jie], Ou, W.F.[Wei-Feng], Zhao, Y.[Yuzhi],
Face liveness detection using convolutional-features fusion of real and deep network generated face images,
JVCIR(59), 2019, pp. 574-582.
Elsevier DOI 1903
Convolution neural networks, Face anti-spoofing, Face liveness detection, Adaptive fusion, Auto-encoder, DNG face images BibRef

Khammari, M.[Mohammed],
Robust face anti-spoofing using CNN with LBP and WLD,
IET-IPR(13), No. 11, 19 September 2019, pp. 1880-1884.
DOI Link 1909
BibRef

Sajjad, M.[Muhammad], Khan, S.[Salman], Hussain, T.[Tanveer], Muhammad, K.[Khan], Sangaiah, A.K.[Arun Kumar], Castiglione, A.[Aniello], Esposito, C.[Christian], Baik, S.W.[Sung Wook],
CNN-based anti-spoofing two-tier multi-factor authentication system,
PRL(126), 2019, pp. 123-131.
Elsevier DOI 1909
Biometric recognition, Anti-spoofing, Information security, Convolutional neural networks BibRef

Jia, S.[Shan], Guo, G.D.[Guo-Dong], Xu, Z.Q.[Zheng-Quan],
A survey on 3D mask presentation attack detection and countermeasures,
PR(98), 2020, pp. 107032.
Elsevier DOI 1911
Face presentation attack, 3D Mask spoofing, Biometrics BibRef

Jiang, F.L.[Fang-Ling], Liu, P.C.[Peng-Cheng], Zhou, X.D.[Xiang-Dong],
Multilevel fusing paired visible light and near-infrared spectral images for face anti-spoofing,
PRL(128), 2019, pp. 30-37.
Elsevier DOI 1912
Face anti-spoofing, Face anti-spoofing dataset, Visible light and near-infrared fusing BibRef

Toprak, I.[Imren], Toygar, Ö.[Önsen],
Ear anti-spoofing against print attacks using three-level fusion of image quality measures,
SIViP(14), No. 2, March 2020, pp. 417-424.
WWW Link. 2003
BibRef

Ur Rehman, Y.A.[Yasar Abbas], Po, L.M.[Lai-Man], Komulainen, J.[Jukka],
Enhancing deep discriminative feature maps via perturbation for face presentation attack detection,
IVC(94), 2020, pp. 103858.
Elsevier DOI 2003
Spoofing, Presentation attack detection, CNN, Attention, Face-biometrics BibRef

Zhang, B.[Bowen], Tondi, B.[Benedetta], Barni, M.[Mauro],
Adversarial examples for replay attacks against CNN-based face recognition with anti-spoofing capability,
CVIU(197-198), 2020, pp. 102988.
Elsevier DOI 2008
Adversarial examples, Anti-spoofing, Physical domain adversarial examples, Presentation attack, Face authentication BibRef

Zhang, W.L.[Wan-Ling], Xiang, S.J.[Shi-Jun],
Face anti-spoofing detection based on DWT-LBP-DCT features,
SP:IC(89), 2020, pp. 115990.
Elsevier DOI 2010
Face anti-spoofing, DWT, LBP, DCT, REPLAY-ATTACK, CASIA-FASD BibRef

Tian, Y.[Ye], Xiang, S.J.[Shi-Jun],
Detection of Video-Based Face Spoofing Using LBP and Multiscale DCT,
IWDW16(16-28).
Springer DOI 1703
BibRef

Zhou, J.L.[Jian-Li], Liang, C.[Chao], Chen, J.[Jun],
Manifold Projection for Adversarial Defense on Face Recognition,
ECCV20(XXX: 288-305).
Springer DOI 2010
BibRef

Fatemifar, S.[Soroush], Arashloo, S.R.[Shervin Rahimzadeh], Awais, M.[Muhammad], Kittler, J.V.[Josef V.],
Client-specific anomaly detection for face presentation attack detection,
PR(112), 2021, pp. 107696.
Elsevier DOI 2102
Anomaly detection, Biometrics, Client-specific information, Deep convolutional neural networks, Face spoofing detection BibRef

Nguyen, S.M.[Son Minh], Tran, L.D.[Linh Duy], Arai, M.[Masayuki],
Attended-auxiliary Supervision Representation for Face Anti-spoofing,
ACCV20(I:436-452).
Springer DOI 2103
BibRef

Jia, S.[Shan], Hu, C.B.[Chuan-Bo], Li, X.[Xin], Xu, Z.Q.[Zheng-Quan],
Face spoofing detection under super-realistic 3D wax face attacks,
PRL(145), 2021, pp. 103-109.
Elsevier DOI 2104
Face anti-spoofing, 3D face presentation attack, Wax figure face database, Residual Attention Network BibRef

Chen, B., Yang, W., Wang, S.,
Generalized Face Antispoofing by Learning to Fuse Features From High- and Low-Frequency Domains,
MultMedMag(28), No. 1, January 2021, pp. 56-64.
IEEE DOI 2104
Feature extraction, Streaming media, Face recognition, Frequency-domain analysis, Training data, Testing, low frequency BibRef

Quan, R., Wu, Y., Yu, X., Yang, Y.,
Progressive Transfer Learning for Face Anti-Spoofing,
IP(30), 2021, pp. 3946-3955.
IEEE DOI 2104
Face recognition, Training, Reliability, Data models, Testing, Transfer learning, Training data, Face anti spoofing, transfer learning BibRef

Jia, Y.P.[Yun-Pei], Zhang, J.[Jie], Shan, S.G.[Shi-Guang], Chen, X.L.[Xi-Lin],
Unified unsupervised and semi-supervised domain adaptation network for cross-scenario face anti-spoofing,
PR(115), 2021, pp. 107888.
Elsevier DOI 2104
Face anti-spoofing, Face presentation attack detection, Domain adaptation, Deep learning BibRef

Zhu, X.[Xun], Li, S.[Sheng], Zhang, X.P.[Xin-Peng], Li, H.L.[Hao-Liang], Kot, A.C.[Alex C.],
Detection of Spoofing Medium Contours for Face Anti-Spoofing,
CirSysVideo(31), No. 5, 2021, pp. 2039-2045.
IEEE DOI 2105
BibRef

Li, Z.S.[Zhi-Shan], Yuan, J.Y.[Jia-Yan], Jia, B.Z.[Bao-Zhi], He, Y.F.[Yi-Fan], Xie, L.[Lei],
An Effective Face Anti-Spoofing Method via Stereo Matching,
SPLetters(28), 2021, pp. 847-851.
IEEE DOI 2106
Face recognition, Faces, Training, Signal processing algorithms, Convolution, Task analysis, Real-time systems, Face anti-spoofing, lightweight BibRef

Liu, A.[Ajian], Li, X.[Xuan], Wan, J.[Jun], Liang, Y.Y.[Yan-Yan], Escalera, S.[Sergio], Escalante, H.J.[Hugo Jair], Madadi, M.[Meysam], Jin, Y.[Yi], Wu, Z.Y.[Zhuo-Yuan], Yu, X.G.[Xiao-Gang], Tan, Z.C.[Zi-Chang], Yuan, Q.[Qi], Yang, R.K.[Rui-Kun], Zhou, B.J.[Ben-Jia], Guo, G.D.[Guo-Dong], Li, S.Z.[Stan Z.],
Cross-ethnicity face anti-spoofing recognition challenge: A review,
IET-Bio(10), No. 1, 2021, pp. 24-43.
DOI Link 2106
BibRef
Earlier: A1, A13, A3, A5, A15, A16, Only:
CASIA-SURF CeFA: A Benchmark for Multi-modal Cross-Ethnicity Face Anti-spoofing,
WACV21(1178-1186)
IEEE DOI 2106
Protocols, Face recognition, Current measurement, Computational modeling BibRef

Yu, Z.T.[Zi-Tong], Wan, J.[Jun], Qin, Y.X.[Yun-Xiao], Li, X.B.[Xiao-Bai], Li, S.Z.[Stan Z.], Zhao, G.Y.[Guo-Ying],
NAS-FAS: Static-Dynamic Central Difference Network Search for Face Anti-Spoofing,
PAMI(43), No. 9, September 2021, pp. 3005-3023.
IEEE DOI 2108
Task analysis, Face recognition, Convolution, Testing, Computer architecture, Protocols, Search problems, CASIA-SURF 3DMask BibRef

Yu, Z.T.[Zi-Tong], Li, X.B.[Xiao-Bai], Niu, X.S.[Xue-Song], Shi, J.G.[Jin-Gang], Zhao, G.Y.[Guo-Ying],
Face Anti-spoofing with Human Material Perception,
ECCV20(VII:557-575).
Springer DOI 2011
BibRef

Jia, S.[Shan], Li, X.[Xin], Hu, C.B.[Chuan-Bo], Guo, G.D.[Guo-Dong], Xu, Z.Q.[Zheng-Quan],
3D Face Anti-Spoofing With Factorized Bilinear Coding,
CirSysVideo(31), No. 10, October 2021, pp. 4031-4045.
IEEE DOI 2110
Face recognition, Databases, Faces, Videos, Feature extraction, face anti-spoofing BibRef

Niu, S.[Sijie], Qu, X.F.[Xiao-Feng], Chen, J.[Junting], Gao, X.Z.[Xi-Zhan], Wang, T.W.[Ting-Wei], Dong, J.W.[Ji-Wen],
MFNet-LE: Multilevel fusion network with Laplacian embedding for face presentation attacks detection,
IET-IPR(15), No. 14, 2021, pp. 3608-3622.
DOI Link 2112
BibRef

Fang, M.L.[Mei-Ling], Damer, N.[Naser], Kirchbuchner, F.[Florian], Kuijper, A.[Arjan],
Real masks and spoof faces: On the masked face presentation attack detection,
PR(123), 2022, pp. 108398.
Elsevier DOI 2112
Face presentation attack detection, COVID-19, Masked face, Face recognition, Biometric security BibRef

Wang, C.X.[Cai-Xun], Zhou, J.[Jie],
An adaptive index smoothing loss for face anti-spoofing,
PRL(153), 2022, pp. 168-175.
Elsevier DOI 2201
Face anti-spoofing, Cross-entropy, Index smoothing BibRef

Baaqeel, H.[Hind], Olatunji, S.O.[Sunday Olusanya],
Spoofing detection on adaptive authentication System-A survey,
IET-Bio(11), No. 2, 2022, pp. 87-96.
DOI Link 2202
adaptive authentication, biometrics, security and privacy, user authentication BibRef

Liu, M.X.[Ming-Xin], Mu, J.[Jiong], Yu, Z.T.[Zi-Tong], Ruan, K.[Kun], Shu, B.[Baiyi], Yang, J.[Jie],
Adversarial learning and decomposition-based domain generalization for face anti-spoofing,
PRL(155), 2022, pp. 171-177.
Elsevier DOI 2203
Deep learning, Face anti-spoofing, Domain generalization, Low-rank decomposition BibRef

Wang, Z.[Zhuo], Wang, Z.Z.[Ze-Zheng], Yu, Z.T.[Zi-Tong], Deng, W.H.[Wei-Hong], Li, J.H.[Jia-Hong], Gao, T.T.[Ting-Ting], Wang, Z.Y.[Zhong-Yuan],
Domain Generalization via Shuffled Style Assembly for Face Anti-Spoofing,
CVPR22(4113-4123)
IEEE DOI 2210
Industries, Codes, Face recognition, Gesture recognition, Benchmark testing, Feature extraction, Face and gestures, retrieval BibRef

Chang, H.H.[Herng-Hua], Yeh, C.H.[Chun-Hsiao],
Face anti-spoofing detection based on multi-scale image quality assessment,
IVC(121), 2022, pp. 104428.
Elsevier DOI 2205
BibRef
Earlier: A2, A1:
Face Liveness Detection Based on Perceptual Image Quality Assessment Features with Multi-scale Analysis,
WACV18(49-56)
IEEE DOI 1806
BibRef
Earlier: A2, A1:
Face liveness detection with feature discrimination between sharpness and blurriness,
MVA17(398-401)
DOI Link 1708
Face recognition, Image quality assessment, Face presentation attack detection, Local face trait, Top gradient similarity. feature extraction, fingerprint identification, image classification, image texture, BIQE, Replay-Attack, Videos. Face, Nose, Organizations, Security. BibRef

Muhammad, U.[Usman], Yu, Z.T.[Zi-Tong], Komulainen, J.[Jukka],
Self-supervised 2D face presentation attack detection via temporal sequence sampling,
PRL(156), 2022, pp. 15-22.
Elsevier DOI 2205
Face recognition, Presentation attack detection, Spoofing, Liveness detection, Self-supervised learning, Motion compensation BibRef

Muhammad, U.[Usman], Oussalah, M.[Mourad],
Self-Supervised Face Presentation Attack Detection with Dynamic Grayscale Snippets,
FG23(1-6)
IEEE DOI 2303
Representation learning, Face recognition, Video sequences, Dynamics, Supervised learning, Self-supervised learning, Gray-scale BibRef

Fatemifar, S.[Soroush], Asadi, S.[Shahrokh], Awais, M.[Muhammad], Akbari, A.[Ali], Kittler, J.V.[Josef V.],
Face spoofing detection ensemble via multistage optimisation and pruning,
PRL(158), 2022, pp. 1-8.
Elsevier DOI 2205
Face spoofing detection, Anomaly detection, Client-specific information, Ensemble pruning BibRef

Wu, H.T.[Hang-Tong], Zeng, D.[Dan], Hu, Y.[Yibo], Shi, H.L.[Hai-Lin], Mei, T.[Tao],
Dual Spoof Disentanglement Generation for Face Anti-Spoofing With Depth Uncertainty Learning,
CirSysVideo(32), No. 7, July 2022, pp. 4626-4638.
IEEE DOI 2207
Faces, Training, Face recognition, Uncertainty, Feature extraction, Generators, Soft sensors, Face anti-spoofing, depth uncertainty learning BibRef

Qin, Y.X.[Yun-Xiao], Yu, Z.T.[Zi-Tong], Yan, L.B.[Long-Bin], Wang, Z.Z.[Ze-Zheng], Zhao, C.X.[Chen-Xu], Lei, Z.[Zhen],
Meta-Teacher For Face Anti-Spoofing,
PAMI(44), No. 10, October 2022, pp. 6311-6326.
IEEE DOI 2209
Detectors, Face recognition, Training, Faces, Feature extraction, Training data, Optimization, Face anti-spoofing, meta-teacher, deep-learning BibRef

Wu, Y.Q.[Yi-Qiang], Tao, D.P.[Da-Peng], Luo, Y.[Yong], Cheng, J.[Jun], Li, X.L.[Xue-Long],
Covered Style Mining via Generative Adversarial Networks for Face Anti-spoofing,
PR(132), 2022, pp. 108957.
Elsevier DOI 2209
Face anti-spoofing, Generative adversarial networks, Deep learning BibRef

Kantarci, A.[Alperen], Dertli, H.[Hasan], Ekenel, H.K.[Hazim Kemal],
Deep patch-wise supervision for presentation attack detection,
IET-Bio(11), No. 5, 2022, pp. 396-406.
DOI Link 2210
convolutional neural networks, face antispoofing, presentation attack detection, real-world dataset BibRef

Fatemifar, S.[Soroush], Awais, M.[Muhammad], Akbari, A.[Ali], Kittler, J.V.[Josef V.],
Developing a generic framework for anomaly detection,
PR(124), 2022, pp. 108500.
Elsevier DOI 2203
Anomaly detection, One-class classification, Score normalisation, Face spoofing detection, Convolutional neural network BibRef

Huang, R.[Rui], Wang, X.[Xin],
Face anti-spoofing using feature distilling and global attention learning,
PR(135), 2023, pp. 109147.
Elsevier DOI 2212
Face anti-spoofing, Anti-interference, Multi-level distillation, Global spatial attention learning, Pixel-wise supervision BibRef

Pei, M.T.[Ming-Tao], Yan, B.[Bin], Hao, H.L.[Hui-Ling], Zhao, M.[Meng],
Person-Specific Face Spoofing Detection Based on a Siamese Network,
PR(135), 2023, pp. 109148.
Elsevier DOI 2212
Face spoofing detection, Identity information, Siamese network BibRef

Li, Z.[Zhi], Li, H.L.[Hao-Liang], Luo, X.[Xin], Hu, Y.J.[Yong-Jian], Lam, K.Y.[Kwok-Yan], Kot, A.C.[Alex C.],
Asymmetric Modality Translation for Face Presentation Attack Detection,
MultMed(25), 2023, pp. 62-76.
IEEE DOI 2301
Faces, Lighting, Face recognition, Transforms, Training, Cameras, Task analysis, Face presentation attack detection, illumination normalization BibRef

Li, H., Wang, S., Kot, A.C.,
Face spoofing detection with image quality regression,
IPTA16(1-6)
IEEE DOI 1703
biometrics (access control) BibRef

Liu, Y.J.[Yao-Jie], Liu, X.M.[Xiao-Ming],
Spoof Trace Disentanglement for Generic Face Anti-Spoofing,
PAMI(45), No. 3, March 2023, pp. 3813-3830.
IEEE DOI 2302
Face recognition, Task analysis, Faces, Feature extraction, Deep learning, Data models, Deep learning, face anti-spoofing, weak supervision BibRef

Liu, Y.J.[Yao-Jie], Stehouwer, J.[Joel], Liu, X.M.[Xiao-Ming],
On Disentangling Spoof Trace for Generic Face Anti-spoofing,
ECCV20(XVIII:406-422).
Springer DOI 2012
BibRef

da Silva, V.L.[Vitor Luiz], Lérida, J.L.[Josep Luis], Sarret, M.[Marta], Valls, M.[Magda], Giné, F.[Francesc],
Residual spatiotemporal convolutional networks for face anti-spoofing,
JVCIR(91), 2023, pp. 103744.
Elsevier DOI 2303
Face anti-spoofing, Residual networks, Channel-separated networks, Spoofing detection, Biometrics BibRef

Yu, Z.T.[Zi-Tong], Qin, Y.[Yunxiao], Li, X.B.[Xiao-Bai], Zhao, C.X.[Chen-Xu], Lei, Z.[Zhen], Zhao, G.Y.[Guo-Ying],
Deep Learning for Face Anti-Spoofing: A Survey,
PAMI(45), No. 5, May 2023, pp. 5609-5631.
IEEE DOI 2304
Face recognition, Deep learning, Cameras, Task analysis, Sensors, Protocols, Face anti-spoofing, domain generalization BibRef

Liu, Y.[Yongluo], Wu, L.F.[Li-Fang], Li, Z.[Zun], Wang, Z.[Zhuming],
Dual-stream correlation exploration for face anti-Spoofing,
PRL(170), 2023, pp. 17-23.
Elsevier DOI 2306
Face anti-spoofing, Metric correlation learning, Liveness and content feature learning BibRef

Chen, S.J.[Sheng-Jie], Wu, G.[Gang], Yang, Y.[Yujiu], Guo, Z.H.[Zhen-Hua],
A simple and effective patch-Based method for frame-level face anti-spoofing,
PRL(171), 2023, pp. 1-7.
Elsevier DOI 2306
Face anti-spoofing, Liveness detection, Image-level, Attention mechanism, Patch sampling BibRef

Jiang, F.L.[Fang-Ling], Li, Q.[Qi], Liu, P.C.[Peng-Cheng], Zhou, X.D.[Xiang-Dong], Sun, Z.A.[Zhen-An],
Adversarial Learning Domain-Invariant Conditional Features for Robust Face Anti-spoofing,
IJCV(131), No. 7, July 2023, pp. 1680-1703.
Springer DOI 2307
BibRef

Zhu, S.W.[Shi-Wei], Xiang, S.J.[Shi-Jun],
Multiscale residual gradient attention for face anti-spoofing,
JVCIR(95), 2023, pp. 103886.
Elsevier DOI 2309
Face anti-spoofing, Residual gradient convolution, Adjacent depth loss, Local depth auxiliary supervision BibRef

Chen, J.W.[Jia-Wei], Yang, X.[Xiao], Yin, H.[Heng], Ma, M.Z.[Ming-Zhi], Chen, B.[Bihui], Peng, J.T.[Jian-Teng], Guo, Y.D.[Yan-Dong], Yin, Z.X.[Zhao-Xia], Su, H.[Hang],
AdvFAS: A robust face anti-spoofing framework against adversarial examples,
CVIU(235), 2023, pp. 103779.
Elsevier DOI 2310
Face anti-spoofing, Adversarial attack, Deep neural networks, Coupled relationship BibRef

Xue, H.[Hao], Ma, J.[Jing], Guo, X.Y.[Xiao-Yu],
A hierarchical multi-modal cross-attention model for face anti-spoofing,
JVCIR(97), 2023, pp. 103969.
Elsevier DOI 2312
Facial recognition, Face anti-spoofing, Multi-modal, Feature fusion, Hierarchical feature extraction, Cross-attention BibRef


Liu, Y.C.[Yu-Chen], Chen, Y.[Yabo], Gou, M.R.[Meng-Ran], Huang, C.T.[Chun-Ting], Wang, Y.M.[Yao-Ming], Dai, W.R.[Wen-Rui], Xiong, H.K.[Hong-Kai],
Towards Unsupervised Domain Generalization for Face Anti-Spoofing,
ICCV23(20597-20607)
IEEE DOI 2401
BibRef

Srivatsan, K.[Koushik], Naseer, M.[Muzammal], Nandakumar, K.[Karthik],
FLIP: Cross-domain Face Anti-spoofing with Language Guidance,
ICCV23(19628-19639)
IEEE DOI Code:
WWW Link. 2401
BibRef

Cai, R.[Rizhao], Cui, Y.W.[Ya-Wen], Li, Z.[Zhi], Yu, Z.T.[Zi-Tong], Li, H.L.[Hao-Liang], Hu, Y.J.[Yong-Jian], Kot, A.[Alex],
Rehearsal-Free Domain Continual Face Anti-Spoofing: Generalize More and Forget Less,
ICCV23(8003-8014)
IEEE DOI Code:
WWW Link. 2401
BibRef

Huang, P.K.[Pei-Kai], Chiang, C.H.[Cheng-Hsuan], Chong, J.X.[Jun-Xiong], Chen, T.H.[Tzu-Hsien], Ni, H.Y.[Hui-Yu], Hsu, C.T.[Chiou-Ting],
LDCformer: Incorporating Learnable Descriptive Convolution to Vision Transformer for Face Anti-Spoofing,
ICIP23(121-125)
IEEE DOI Code:
WWW Link. 2312
BibRef

Hong, Z.W.[Zong-Wei], Lin, Y.C.[Yu-Chen], Liu, H.T.[Hsuan-Tung], Yeh, Y.R.[Yi-Ren], Chen, C.S.[Chu-Song],
Domain-Generalized Face Anti-Spoofing with Unknown Attacks,
ICIP23(820-824)
IEEE DOI 2312
BibRef

Lee, Y.[Yunseung], Kwak, Y.[Youngjun], Shin, J.H.[Jin-Ho],
Robust Face Anti-Spoofing Framework with Convolutional Vision Transformer,
ICIP23(1015-1019)
IEEE DOI 2312
BibRef

Yu, Z.T.[Zi-Tong], Liu, A.[Ajian], Zhao, C.X.[Chen-Xu], Cheng, K.H.M.[Kevin H. M.], Cheng, X.[Xu], Zhao, G.Y.[Guo-Ying],
Flexible-Modal Face Anti-Spoofing: A Benchmark,
ChaLearnFAS23(6346-6351)
IEEE DOI 2309
BibRef

Liu, Y.L.[Yong-Luo], Xu, Y.W.[Yao-Wen], Zou, Z.F.[Zhao-Fan], Wang, Z.M.[Zhu-Ming], Zhang, B.[Bowen], Wu, L.F.[Li-Fang], Guo, Z.Z.[Zhi-Zhi], He, Z.X.[Zhi-Xiang],
Adversarial Domain Generalization for Surveillance Face Anti-Spoofing,
ChaLearnFAS23(6352-6360)
IEEE DOI 2309
BibRef

Wang, K.[Keyao], Huang, M.[Mouxiao], Zhang, G.S.[Guo-Sheng], Yue, H.X.[Hai-Xiao], Zhang, G.[Gang], Qiao, Y.[Yu],
Dynamic Feature Queue for Surveillance Face Anti-spoofing via Progressive Training,
ChaLearnFAS23(6372-6379)
IEEE DOI 2309
BibRef

Wang, D.[Dong], Guo, J.[Jia], Shao, Q.Q.[Qi-Qi], He, H.[Haochi], Chen, Z.[Zhian], Xiao, C.[Chuanbao], Liu, A.[Ajian], Escalera, S.[Sergio], Escalante, H.J.[Hugo Jair], Lei, Z.[Zhen], Wan, J.[Jun], Deng, J.K.[Jian-Kang],
Wild Face Anti-Spoofing Challenge 2023: Benchmark and Results,
ChaLearnFAS23(6380-6391)
IEEE DOI 2309
BibRef

Martínez-Díaz, Y.[Yoanna], Méndez-Vázquez, H.[Heydi], Luevano, L.S.[Luis S.], Gonzalez-Mendoza, M.[Miguel],
Exploring the Effectiveness of Lightweight Architectures for Face Anti-Spoofing,
ChaLearnFAS23(6392-6402)
IEEE DOI 2309
BibRef

Zeng, D.H.[Ding-Heng], Gao, L.[Liang], Fang, H.[Hao], Xiang, G.H.[Guo-Hui], Feng, Y.[Yue], Lu, Q.[Quan],
Bandpass Filter Based Dual-stream Network for Face Anti-spoofing,
ChaLearnFAS23(6403-6410)
IEEE DOI 2309
BibRef

Chang, C.J.[Chih-Jung], Lee, Y.C.[Yaw-Chern], Yao, S.H.[Shih-Hsuan], Chen, M.H.[Min-Hung], Wang, C.Y.[Chien-Yi], Lai, S.H.[Shang-Hong], Chen, T.P.C.[Trista Pei-Chun],
A Closer Look at Geometric Temporal Dynamics for Face Anti-Spoofing,
Biometrics23(1081-1091)
IEEE DOI 2309
BibRef

Fang, M.L.[Mei-Ling], Huber, M.[Marco], Damer, N.[Naser],
SynthASpoof: Developing Face Presentation Attack Detection Based on Privacy-friendly Synthetic Data,
Biometrics23(1061-1070)
IEEE DOI 2309
BibRef

Yang, S.L.[Song-Lin], Wang, W.[Wei], Xu, C.Y.[Chen-Ye], He, Z.[Ziwen], Peng, B.[Bo], Dong, J.[Jing],
Exposing Fine-Grained Adversarial Vulnerability of Face Anti-Spoofing Models,
Biometrics23(1001-1010)
IEEE DOI 2309
BibRef

Liu, A.[Ajian], Tan, Z.C.[Zi-Chang], Liang, Y.Y.[Yan-Yan], Wan, J.[Jun],
Attack-Agnostic Deep Face Anti-Spoofing,
ChaLearnFAS23(6336-6345)
IEEE DOI 2309
BibRef

Sun, Y.Y.[Yi-You], Liu, Y.J.[Yao-Jie], Liu, X.M.[Xiao-Ming], Li, Y.X.[Yi-Xuan], Chu, W.S.[Wen-Sheng],
Rethinking Domain Generalization for Face Anti-spoofing: Separability and Alignment,
CVPR23(24563-24574)
IEEE DOI 2309
BibRef

Zhou, Q.Y.[Qian-Yu], Zhang, K.Y.[Ke-Yue], Yao, T.P.[Tai-Ping], Lu, X.Q.[Xue-Quan], Yi, R.[Ran], Ding, S.H.[Shou-Hong], Ma, L.Z.[Li-Zhuang],
Instance-Aware Domain Generalization for Face Anti-Spoofing,
CVPR23(20453-20463)
IEEE DOI 2309
BibRef

Chuang, C.C.[Chu-Chun], Wang, C.Y.[Chien-Yi], Lai, S.H.[Shang-Hong],
Generalized Face Anti-Spoofing via Multi-Task Learning and One-Side Meta Triplet Loss,
FG23(1-8)
IEEE DOI 2303
Training, Face recognition, Estimation, Gesture recognition, Multitasking, Task analysis BibRef

Panwar, A.[Ankush], Singh, P.[Pratyush], Saha, S.[Suman], Paudel, D.P.[Danda Pani], Van Gool, L.J.[Luc J.],
Unsupervised Compound Domain Adaptation for Face Anti-Spoofing,
FG21(1-8)
IEEE DOI 2303
Training, Performance evaluation, Adaptation models, Face recognition, Lighting, Gesture recognition BibRef

Liao, C.H.[Chen-Hao], Chen, W.C.[Wen-Cheng], Liu, H.T.[Hsuan-Tung], Yeh, Y.R.[Yi-Ren], Hu, M.C.[Min-Chun], Chen, C.S.[Chu-Song],
Domain Invariant Vision Transformer Learning for Face Anti-spoofing,
WACV23(6087-6096)
IEEE DOI 2302
Protocols, Computational modeling, Aggregates, Transformers, Feature extraction, Data models, Algorithms: Biometrics, face BibRef

Liu, A.[Ajian], Wan, J.[Jun], Jiang, N.[Ning], Wang, H.B.[Hong-Bin], Liang, Y.Y.[Yan-Yan],
Disentangling Facial Pose and Appearance Information for Face Anti-spoofing,
ICPR22(4537-4543)
IEEE DOI 2212
Codes, Face recognition, Instruments, Switches, Interference, Benchmark testing, Control systems BibRef

Zhang, S.[Sheng], Gao, Z.B.[Zhi-Bin], Lin, Y.H.[Yun-Hao], Lu, Y.H.[Yu-Hang], Huang, L.[Lianfen],
Dynamic Attention based Domain Generalization for Face Anti-Spoofing,
ICPR22(3413-3421)
IEEE DOI 2212
Convolution, Face recognition, Lighting, Gaussian distribution, Cameras, Frequency division multiplexing, Task analysis BibRef

Sun, C.Y.[Chun-Yu], Chen, S.L.[Song-Lu], Li, X.J.[Xin-Jie], Chen, F.[Feng], Yin, X.C.[Xu-Cheng],
DANet: Dynamic Attention to Spoof Patterns for Face Anti-Spoofing,
ICPR22(1929-1936)
IEEE DOI 2212
Face recognition, Lighting, Feature extraction, Cameras, Robustness, Security BibRef

Hasan, M.[Md], Roy, K.[Koushik], Rupty, L.[Labiba], Hossain, M.S.[Md. Sourave], Sengupta, S.[Shirshajit], Taus, S.N.[Shehzad Noor], Mohammed, N.[Nabeel],
MHASAN: Multi-Head Angular Self Attention Network for Spoof Detection,
ICPR22(154-160)
IEEE DOI 2212
Measurement, Protocols, Error analysis, Face recognition, Pipelines, Neural networks, Authentication BibRef

Belli, D.[Davide], Das, D.[Debasmit], Major, B.[Bence], Porikli, F.M.[Fatih M.],
Online Adaptive Personalization for Face Anti-Spoofing,
ICIP22(351-355)
IEEE DOI 2211
Training, Adaptation models, Costs, Error analysis, Face recognition, Biological system modeling, Face anti-spoofing, personalization, unsupervised adaptation BibRef

Huang, H.P.[Hsin-Ping], Sun, D.Q.[De-Qing], Liu, Y.J.[Yao-Jie], Chu, W.S.[Wen-Sheng], Xiao, T.H.[Tai-Hong], Yuan, J.W.[Jin-Wei], Adam, H.[Hartwig], Yang, M.H.[Ming-Hsuan],
Adaptive Transformers for Robust Few-shot Cross-domain Face Anti-spoofing,
ECCV22(XIII:37-54).
Springer DOI 2211
BibRef

Liu, Y.C.[Yu-Chen], Chen, Y.[Yabo], Dai, W.R.[Wen-Rui], Gou, M.R.[Meng-Ran], Huang, C.T.[Chun-Ting], Xiong, H.K.[Hong-Kai],
Source-Free Domain Adaptation with Contrastive Domain Alignment and Self-supervised Exploration for Face Anti-spoofing,
ECCV22(XII:511-528).
Springer DOI 2211
BibRef

Zhou, Q.Y.[Qian-Yu], Zhang, K.Y.[Ke-Yue], Yao, T.P.[Tai-Ping], Yi, R.[Ran], Sheng, K.[Kekai], Ding, S.H.[Shou-Hong], Ma, L.Z.[Li-Zhuang],
Generative Domain Adaptation for Face Anti-Spoofing,
ECCV22(V:335-356).
Springer DOI 2211
BibRef

Wang, C.Y.[Chien-Yi], Lu, Y.D.[Yu-Ding], Yang, S.T.[Shang-Ta], Lai, S.H.[Shang-Hong],
PatchNet: A Simple Face Anti-Spoofing Framework via Fine-Grained Patch Recognition,
CVPR22(20249-20258)
IEEE DOI 2210
Image recognition, Face recognition, Image capture, Benchmark testing, Biometrics, Face and gestures BibRef

Belli, D.[Davide], Das, D.[Debasmit], Major, B.[Bence], Porikli, F.M.[Fatih M.],
A Personalized Benchmark for Face Anti-spoofing,
BioAttack22(338-348)
IEEE DOI 2202
Image recognition, Face recognition, Conferences, Authentication, Benchmark testing, Data models BibRef

Jeong, Y.[Yonghyun], Kim, D.[Doyeon], Lee, J.[Jaehyeon], Hong, M.[Minki], Hwang, S.[Solbi], Choi, J.W.[Jong-Won],
mToFNet: Object Anti-Spoofing with Mobile Time-of-Flight Data,
WACV22(2997-3006)
IEEE DOI 2202
Training, Geometry, Ethics, Object detection, Media, Lead, Security/Surveillance BibRef

Wang, Y.C.[Yu-Chun], Wang, C.Y.[Chien-Yi], Lai, S.H.[Shang-Hong],
Disentangled Representation with Dual-stage Feature Learning for Face Anti-spoofing,
WACV22(1234-1243)
IEEE DOI 2202
Training, Representation learning, Protocols, Face recognition, Training data, Computer architecture, Biometrics -> Face Processing Biometrics BibRef

Kaichi, T.[Tomoya], Ozasa, Y.[Yuko],
A Hyperspectral Approach for Unsupervised Spoof Detection With Intra-Sample Distribution,
ICIP21(839-843)
IEEE DOI 2201
Training, Deep learning, Feature extraction, Hyperspectral imaging, Unsupervised spoof detection, hyperspectral image, single-pixel classification BibRef

Hossain, M.S.[M. Sourave], Rupty, L.[Labiba], Roy, K.[Koushik], Hasan, M., Sengupta, S.[Shirshajit], Mohammed, N.[Nabeel],
A-DeepPixBis: Attentional Angular Margin for Face Anti-Spoofing,
DICTA20(1-8)
IEEE DOI 2201
Training, Protocols, Face recognition, Digital images, Neural networks, Entropy, Task analysis BibRef

Huang, S.[Samuel], Cheng, W.H.[Wen-Huang], Cheng, R.[Robert],
Single Patch Based 3D High-Fidelity Mask Face Anti-Spoofing,
ChaLearnFAS21(842-845)
IEEE DOI 2112
Solid modeling, Protocols, Error analysis, Face recognition, Conferences BibRef

Wang, Z.M.[Zhu-Ming], Xu, Y.W.[Yao-Wen], Wu, L.F.[Li-Fang], Han, H.[Hu], Ma, Y.K.[Yu-Kun], Ma, G.Z.[Guo-Zhang],
Multi-Perspective Features Learning for Face Anti-Spoofing,
HTCV21(4099-4105)
IEEE DOI 2112
Training, Protocols, Face recognition, Design methodology, Neural networks BibRef

George, A.[Anjith], Marcel, S.[Sébastien],
Cross Modal Focal Loss for RGBD Face Anti-Spoofing,
CVPR21(7878-7887)
IEEE DOI 2111
Face recognition, Computational modeling, Computer architecture, Robustness BibRef

Liu, Z.[Zhao], Feng, Z.[Zunlei], Zou, Z.[Zeyu], Zhang, R.[Rong], Song, M.L.[Ming-Li], Shen, J.P.[Jian-Ping],
Disentangled Representation based Face Anti-Spoofing,
ICPR21(2017-2024)
IEEE DOI 2105
Face recognition, Task analysis, Image reconstruction BibRef

Shi, L.[Lei], Zhou, Z.[Zhuo], Guo, Z.H.[Zhen-Hua],
Face Anti-Spoofing Using Spatial Pyramid Pooling,
ICPR21(2126-2133)
IEEE DOI 2105
Fuses, Databases, Face recognition, Complex networks, Face Anti-Spoofing, Presentation Attack, Multi-scale Information BibRef

Ji, Q.B.[Qiao-Bin], Xu, S.G.[Shu-Gong], Chen, X.D.[Xu-Dong], Zhang, S.Q.[Shun-Qing], Cao, S.[Shan],
A Cross Domain Multi-modal Dataset for Robust Face Anti-spoofing,
ICPR21(4309-4316)
IEEE DOI 2105
Training, Protocols, Face recognition, Data visualization, Cameras, Robustness, Hardware BibRef

Zhou, J.W.[Jun-Wei], Shu, K.[Ke], Liu, P.[Peng], Xiang, J.W.[Jian-Wen], Xiong, S.W.[Sheng-Wu],
Face Anti-Spoofing Based on Dynamic Color Texture Analysis Using Local Directional Number Pattern,
ICPR21(4221-4228)
IEEE DOI 2105
Support vector machines, Databases, Image color analysis, Face recognition, Lighting, Probabilistic logic, Feature extraction BibRef

Dou, Y.Q.[Yong-Qiang], Yang, H.C.[Hao-Cheng], Yang, M.L.[Mao-Lin], Xu, Y.Y.[Yan-Yan], Ke, D.F.[Deng-Feng],
Dynamically Mitigating Data Discrepancy with Balanced Focal Loss for Replay Attack Detection,
ICPR21(4115-4122)
IEEE DOI 2105
Training, Learning systems, Deep learning, Bridges, Time-frequency analysis, Neural networks, Detectors, Anti-spoofing, Modified GD-gram BibRef

Chen, S., Li, W., Yang, H., Huang, D., Wang, Y.,
3D Face Mask Anti-spoofing via Deep Fusion of Dynamic Texture and Shape Clues,
FG20(314-321)
IEEE DOI 2102
Faces, Videos, Feature extraction, Shape, Face recognition, deep fusion BibRef

Weitzner, D., Mendlovic, D., Giryes, R.,
Face Authentication From Grayscale Coded Light Field,
ICIP20(2611-2615)
IEEE DOI 2011
Anti-spoofing, biometrics, coded light field, depth sensing, facial recognition BibRef

Fatemifar, S., Awais, M., Akbari, A., Kittler, J.V.[Josef V.],
A Stacking Ensemble for Anomaly Based Client-Specific Face Spoofing Detection,
ICIP20(1371-1375)
IEEE DOI 2011
Spoofing Detection, Anomaly detection, Ensemble Pruning, CNNs, Fusion of Anomaly Classifiers BibRef

Zhang, K.Y.[Ke-Yue], Yao, T.P.[Tai-Ping], Zhang, J.[Jian], Tai, Y.[Ying], Ding, S.H.[Shou-Hong], Li, J.L.[Ji-Lin], Huang, F.Y.[Fei-Yue], Song, H.C.[Hai-Chuan], Ma, L.Z.[Li-Zhuang],
Face Anti-spoofing via Disentangled Representation Learning,
ECCV20(XIX:641-657).
Springer DOI 2011
BibRef

Saha, S., Xu, W., Kanakis, M., Georgoulis, S., Chen, Y., Paudel, D.P.[Danda Pani], Van Gool, L.J.[Luc J.],
Domain Agnostic Feature Learning for Image and Video Based Face Anti-spoofing,
Biometrics20(3490-3499)
IEEE DOI 2008
Face, Lighting, Authentication, Feature extraction, Cameras, Visualization BibRef

Yang, Q., Zhu, X., Fwu, J., Ye, Y., You, G., Zhu, Y.,
PipeNet: Selective Modal Pipeline of Fusion Network for Multi-Modal Face Anti-Spoofing,
WMF20(2739-2747)
IEEE DOI 2008
Face, Pipelines, Task analysis, Protocols, Switched mode power supplies, Streaming media BibRef

Jia, Y., Zhang, J., Shan, S., Chen, X.,
Single-Side Domain Generalization for Face Anti-Spoofing,
CVPR20(8481-8490)
IEEE DOI 2008
Face, Feature extraction, Generators, Training, Aggregates, Databases, Face recognition BibRef

Stehouwer, J., Jourabloo, A., Liu, Y., Liu, X.,
Noise Modeling, Synthesis and Classification for Generic Object Anti-Spoofing,
CVPR20(7292-7301)
IEEE DOI 2008
Sensors, Image sensors, Generators, Prototypes, Face, Task analysis, Training BibRef

Wang, Z., Yu, Z., Zhao, C., Zhu, X., Qin, Y., Zhou, Q., Zhou, F., Lei, Z.,
Deep Spatial Gradient and Temporal Depth Learning for Face Anti-Spoofing,
CVPR20(5041-5050)
IEEE DOI 2008
Face, Feature extraction, Task analysis, Face recognition, Logic gates, Estimation BibRef

Yu, Z.T.[Zi-Tong], Zhao, C.X.[Chen-Xu], Wang, Z.Z.[Ze-Zheng], Qin, Y.X.[Yun-Xiao], Su, Z.[Zhuo], Li, X.B.[Xiao-Bai], Zhou, F.[Feng], Zhao, G.Y.[Guo-Ying],
Searching Central Difference Convolutional Networks for Face Anti-Spoofing,
CVPR20(5294-5304)
IEEE DOI 2008
Convolutional codes, Face, Task analysis, Feature extraction, Convolution, Robustness, Videos BibRef

Yu, Z.T.[Zi-Tong], Qin, Y.X.[Yun-Xiao], Li, X.B.[Xiao-Bai], Wang, Z.Z.[Ze-Zheng], Zhao, C.X.[Chen-Xu], Lei, Z.[Zhen], Zhao, G.Y.[Guo-Ying],
Multi-Modal Face Anti-Spoofing Based on Central Difference Networks,
WMF20(2766-2774)
IEEE DOI 2008
Face, Convolution, Protocols, Feature extraction, Robustness, Task analysis, Videos BibRef

Zhang, S.F.[Shi-Feng], Wang, X.B.[Xiao-Bo], Liu, A.[Ajian], Zhao, C.X.[Chen-Xu], Wan, J.[Jun], Escalera, S.[Sergio], Shi, H.L.[Hai-Lin], Wang, Z.[Zezheng], Li, S.Z.[Stan Z.],
A Dataset and Benchmark for Large-Scale Multi-Modal Face Anti-Spoofing,
CVPR19(919-928).
IEEE DOI 2002
BibRef

Kim, T., Kim, Y., Kim, I., Kim, D.,
BASN: Enriching Feature Representation Using Bipartite Auxiliary Supervisions for Face Anti-Spoofing,
DFW19(494-503)
IEEE DOI 2004
face recognition, feature extraction, image representation, learning (artificial intelligence), security of data, Deep Convolutional Neural Networks BibRef

Yang, X.[Xiao], Luo, W.H.[Wen-Han], Bao, L.C.[Lin-Chao], Gao, Y.[Yuan], Gong, D.H.[Di-Hong], Zheng, S.B.[Shi-Bao], Li, Z.F.[Zhi-Feng], Liu, W.[Wei],
Face Anti-Spoofing: Model Matters, so Does Data,
CVPR19(3502-3511).
IEEE DOI 2002
BibRef

Liu, Y.J.[Yao-Jie], Stehouwer, J.[Joel], Jourabloo, A.[Amin], Liu, X.M.[Xiao-Ming],
Deep Tree Learning for Zero-Shot Face Anti-Spoofing,
CVPR19(4675-4684).
IEEE DOI 2002
BibRef

Miyata, M.[Mari], Aizawa, K.[Kiyoharu],
Estimation of Impression Associated With Portraits Using Facial Landmarks and Visual Features,
ICIP20(1421-1425)
IEEE DOI 2011
BibRef
Earlier:
Impression Estimation for Deformed Portraits With a Landmark-Based Ranking Network,
ICIP19(1950-1954)
IEEE DOI 1910
Not really spoofing, but manipulation. How to manipulate a portrait for posting. Impression estimation, Portrait manipulation, Relative attribute, Face, Impression word. Portrait, impression, deformation, learning to rank, relative attribute BibRef

Sun, X., Huang, L., Liu, C.,
Multimodal Face Spoofing Detection via RGB-D Images,
ICPR18(2221-2226)
IEEE DOI 1812
Face, Image color analysis, Correlation, Color, Skin, Entropy BibRef

Luo, S., Kan, M., Wu, S.Z.[Shu-Zhe], Chen, X.L.[Xi-Lin], Shan, S.G.[Shi-Guang],
Face Anti-Spoofing with Multi-Scale Information,
ICPR18(3402-3407)
IEEE DOI 1812
Face, Feature extraction, Agriculture, Training, Convolutional neural networks, Printing BibRef

Guo, X.[Xiao], Liu, Y.J.[Yao-Jie], Jain, A.[Anil], Liu, X.M.[Xiao-Ming],
Multi-domain Learning for Updating Face Anti-spoofing Models,
ECCV22(XIII:230-249).
Springer DOI 2211
BibRef

Liu, Y.J.[Yao-Jie], Jourabloo, A.[Amin], Liu, X.M.[Xiao-Ming],
Learning Deep Models for Face Anti-Spoofing: Binary or Auxiliary Supervision,
CVPR18(389-398)
IEEE DOI 1812
Face, Databases, Face recognition, Lighting, Shape, BibRef

Jourabloo, A.[Amin], Liu, Y.J.[Yao-Jie], Liu, X.M.[Xiao-Ming],
Face De-spoofing: Anti-spoofing via Noise Modeling,
ECCV18(XIII: 297-315).
Springer DOI 1810
BibRef

Song, X., Zhao, X., Lin, T.,
Face spoofing detection by fusing binocular depth and spatial pyramid coding micro-texture features,
ICIP17(96-100)
IEEE DOI 1803
Cameras, Encoding, Face, Feature extraction, Lighting, Robustness, Support vector machines, Face spoofing detection, template face registration BibRef

Souza, G.B.[Gustavo B.], Santos, D.F.S.[Daniel F. S.], Pires, R.G.[Rafael G.], Marana, A.N.[Aparecido N.], Papa, J.P.[Joăo P.],
Efficient Transfer Learning for Robust Face Spoofing Detection,
CIARP17(643-651).
Springer DOI 1802
BibRef

Ali, A.[Asad], Alsufyani, N.[Nawal], Hoque, S.[Sanaul], Deravi, F.[Farzin],
Biometric Counter-Spoofing for Mobile Devices Using Gaze Information,
PReMI17(11-18).
Springer DOI 1711
BibRef

Asim, M.[Muhammad], Ming, Z.[Zhu], Javed, M.Y.,
CNN based spatio-temporal feature extraction for face anti-spoofing,
ICIVC17(234-238)
IEEE DOI 1708
Error analysis, Face, Feature extraction, Histograms, Video sequences, Videos, CASIA, LBP-TOP, REPLAY-ATTACK, anti-spoofing, convolutional neural network (CNN), spatio-temporal BibRef

Tang, Y., Chen, L.,
3D Facial Geometric Attributes Based Anti-Spoofing Approach against Mask Attacks,
FG17(589-595)
IEEE DOI 1707
Databases, Estimation, Face, Face recognition, Facial features, Shape, Three-dimensional, displays BibRef

Lucena, O.[Oeslle], Junior, A.[Amadeu], Moia, V.[Vitor], Souza, R.[Roberto], Valle, E.[Eduardo], Lotufo, R.[Roberto],
Transfer Learning Using Convolutional Neural Networks for Face Anti-spoofing,
ICIAR17(27-34).
Springer DOI 1706
BibRef

Zhang, X.[Xu], Hu, X., Ma, M., Chen, C.[Chen], Peng, S.,
Face spoofing detection based on 3D lighting environment analysis of image pair,
ICPR16(2995-3000)
IEEE DOI 1705
Cameras, Correlation, Face, Face recognition, Harmonic analysis, Lighting, Three-dimensional, displays BibRef

Li, X.B.[Xiao-Bai], Komulainen, J., Zhao, G., Yuen, P.C.[Pong-Chi], Pietikäinen, M.,
Generalized face anti-spoofing by detecting pulse from face videos,
ICPR16(4244-4249)
IEEE DOI 1705
Color, Databases, Face, Feature extraction, Skin, Videos, Face liveness, anti-spoofing, cross-database, mask, pulse BibRef

Sun, X.D.[Xu-Dong], Huang, L.[Lei], Liu, C.P.[Chang-Ping],
Context based face spoofing detection using active near-infrared images,
ICPR16(4262-4267)
IEEE DOI 1705
Cameras, Context, Face, Feature extraction, Histograms, Lighting, Media BibRef

Siddiqui, T.A., Bharadwaj, S., Dhamecha, T.I., Agarwal, A., Vatsa, M., Singh, R., Ratha, N.,
Face anti-spoofing with multifeature videolet aggregation,
ICPR16(1035-1040)
IEEE DOI 1705
Biometrics (access control), Databases, Encoding, Face, Feature extraction, Histograms, Support, vector, machines BibRef

Tian, G., Mori, T., Okuda, Y.,
Spoofing detection for embedded face recognition system using a low cost stereo camera,
ICPR16(1017-1022)
IEEE DOI 1705
Cameras, Face, Face recognition, Fitting, Nose, Surface fitting, point cloud, spoof detection, stereo vision, surface, fitting BibRef

Liu, S.Q.[Si-Qi], Yuen, P.C.[Pong C.], Zhang, S.P.[Sheng-Ping], Zhao, G.Y.[Guo-Ying],
3D Mask Face Anti-spoofing with Remote Photoplethysmography,
ECCV16(VII: 85-100).
Springer DOI 1611
BibRef

Liu, S.Q.[Si-Qi], Yang, B., Yuen, P.C.[Pong C.], Zhao, G.Y.[Guo-Ying],
A 3D Mask Face Anti-Spoofing Database with Real World Variations,
Affect16(1551-1557)
IEEE DOI 1612
BibRef

Phan, Q.T.[Quoc-Tin], Dang-Nguyen, D.T.[Duc-Tien], Boato, G.[Giulia], de Natale, F.G.B.[Francesco G. B.],
Using LDP-TOP in Video-Based Spoofing Detection,
CIAP17(II:614-624).
Springer DOI 1711
BibRef
Earlier:
FACE spoofing detection using LDP-TOP,
ICIP16(404-408)
IEEE DOI 1610
Face BibRef

Garcia, D.C.[Diogo C.], de Queiroz, R.L.[Ricardo L.],
Evaluating the effects of image compression in Moire-pattern-based face-spoofing detection,
ICIP15(4843-4847)
IEEE DOI 1512
Biometrics; face recognition; face-spoofing detection BibRef

Cai, L.J.[Li-Jun], Xiong, C.S.[Chun-Shui], Huang, L.[Lei], Liu, C.P.[Chang-Ping],
A Novel Face Spoofing Detection Method Based on Gaze Estimation,
ACCV14(III: 547-561).
Springer DOI 1504
BibRef

de Freitas Pereira, T.[Tiago], Anjos, A.[André], de Martino, J.M.[José Mario], Marcel, S.[Sébastien],
LBP-TOP Based Countermeasure against Face Spoofing Attacks,
CVLBP12(I:121-132).
Springer DOI 1304
BibRef

Bharadwaj, S.[Samarth], Dhamecha, T.I.[Tejas I.], Vatsa, M.[Mayank], Singh, R.[Richa],
Computationally Efficient Face Spoofing Detection with Motion Magnification,
Biometrics13(105-110)
IEEE DOI 1309
Face spoofing; biometrics; face recognition; liveness detection BibRef

Rattani, A.[Ajita], Poh, N.[Norman], Ross, A.[Arun],
Analysis of user-specific score characteristics for spoof biometric attacks,
Biometrics12(124-129).
IEEE DOI 1207
BibRef

Chapter on Face Recognition, Detection, Tracking, Gesture Recognition, Fingerprints, Biometrics continues in
Biometrics, Cross-Modal, Multi-Modal Systems, Multibiometrics, Combined Face and Other Features, Fusion .


Last update:Jan 30, 2024 at 20:33:16