Title
A competition on generalized software-based face presentation attack detection in mobile scenarios
Abstract
In recent years, software-based face presentation attack detection (PAD) methods have seen a great progress. However, most existing schemes are not able to generalize well in more realistic conditions. The objective of this competition is to evaluate and compare the generalization performances of mobile face PAD techniques under some real-world variations, including unseen input sensors, presentation attack instruments (PAI) and illumination conditions, on a larger scale OULU-NPU dataset using its standard evaluation protocols and metrics. Thirteen teams from academic and industrial institutions across the world participated in this competition. This time typical liveness detection based on physiological signs of life was totally discarded. Instead, every submitted system relies practically on some sort of feature representation extracted from the face and/or background regions using hand-crafted, learned or hybrid descriptors. Interesting results and findings are presented and discussed in this paper.
Year
DOI
Venue
2017
10.1109/BTAS.2017.8272758
2017 IEEE International Joint Conference on Biometrics (IJCB)
Keywords
Field
DocType
time typical liveness detection,standard evaluation protocols,OULU-NPU dataset,illumination conditions,unseen input sensors,real-world variations,mobile face PAD techniques,generalization performances,face presentation attack detection methods,mobile scenarios,generalized software
Economics,Face Presentation,sort,Feature extraction,Software,Artificial intelligence,Finance,Machine learning,Liveness
Conference
ISBN
Citations 
PageRank 
978-1-5386-1125-8
13
0.49
References 
Authors
11
45
Name
Order
Citations
PageRank
Zinelabdine Boulkenafet1130.49
Jukka Komulainen229411.13
Zahid Akhtar3619.10
azeddine benlamoudi4202.02
Djamel Samai5130.49
salah eddine bekhouche6323.64
abdelkrim ouafi7414.88
Fadi Dornaika880996.43
Abdelmalik Taleb-ahmed99622.55
Qingquan Li101181135.06
Feng Chu11103078.80
Lei Zhang1216326543.99
M. Long13130.49
Shruti Bhilare14202.37
Vivek Kanhangad1520514.95
Artur Costa-Pazo16302.18
Esteban Vázquez-Fernández17130.49
D. Perez-Cabo18130.49
J. J. Moreira-Perez19130.49
Daniel Gonzalez-Jimenez20292.20
Amir H. Mohammadi21131.17
S. Bhattacharjee22130.49
Sébastien Marcel231984123.84
S. Volkova24130.49
Y. Tang2524333.69
N. Abe26130.49
leibo liu27816116.95
Xiaojun Feng2816810.69
Z. X. Xia29141.18
Xinghao Jiang3017627.66
S. Liu31130.49
R. Shao32130.49
Pong C. Yuen332625171.07
W. R. Almeida34130.49
F. Andalo35130.49
rafael padilha36152.09
G. Bertocco37130.49
W. Dias38130.49
Jacques Wainer3991289.74
R. Torres40130.49
Anderson Rocha4191369.11
Marcus A. Angeloni42473.59
Guilherme Folego43130.49
A. Godoy44130.49
Abdenour Hadid453305146.00