Automatic Liveness Detection for Facial Images

被引:0
|
作者
Hassan, Mehad Araby [1 ]
Mustafa, Mohamed Nabil [2 ]
Wahba, Ayman [1 ]
机构
[1] Ain Shams Univ, Fac Engn, Dept Comp Engn & Syst, Cairo, Egypt
[2] Amer Univ, Comp Sci & Engn Dept, Cairo, Egypt
关键词
Liveness detection; image processing; biometric; spoofing;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Liveness detection is an important component in any facial biometric system. It helps confirming that a real live person is in front of the camera. Given the ubiquity of the highresolution printers and phone/tablet displays, popular attacks usually involve face prints or video replay. Most existing solutions rely on texture and local shape analysis to detect printing artifacts and light reflections in input attack images. In this paper, we propose extracting three low-level descriptors from the input face image, followed by polynomial classification and score level fusion. We show through our experiments how the fusion of multiple features and scores produced higher classification accuracy compared to the existing individual feature systems. We report our results on three popular benchmark datasets.
引用
收藏
页码:215 / 220
页数:6
相关论文
共 50 条
  • [1] Automatic Age Detection based on Facial Images
    Almeida, Veronica
    Dutta, Malay Kishore
    Travieso, Carlos M.
    Singh, Anushikha
    Alonso, Jesus B.
    2016 2ND INTERNATIONAL CONFERENCE ON COMMUNICATION CONTROL AND INTELLIGENT SYSTEMS (CCIS), 2016, : 110 - 114
  • [2] Robust Facial Biometric Authentication System Using Pupillary Light Reflex for Liveness Detection of Facial Images
    Prasad, Puja S.
    Lakshmi, Adepu Sree
    Kautish, Sandeep
    Singh, Simar Preet
    Shrivastava, Rajesh Kumar
    Almazyad, Abdulaziz S.
    Zawbaa, Hossam M.
    Mohamed, Ali Wagdy
    CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES, 2024, 139 (01): : 725 - 739
  • [3] Facial skin blood perfusion change based liveness detection using video images
    Ukai K.
    Rahman R.
    Kobashi S.
    IEEJ Transactions on Sensors and Micromachines, 2019, 139 (02) : 29 - 37
  • [4] Facial skin blood perfusion change based liveness detection using video images
    Ukai, Kazutoshi
    Rahman, Rashedur
    Kobashi, Syoji
    ELECTRONICS AND COMMUNICATIONS IN JAPAN, 2019, 102 (06) : 42 - 51
  • [5] Automatic eye detection in facial images with unconstrained backgrounds
    Cowell, J
    IMAGE PROCESSING, BIOMEDICINE, MULTIMEDIA, FINANCIAL ENGINEERING AND MANUFACTURING, VOL 18, 2004, 18 : 103 - 108
  • [6] Automatic Detection of Horner Syndrome by Using Facial Images
    Fan, Jingyuan
    Qin, Bengang
    Gu, Fanbin
    Wang, Zhaoyang
    Liu, Xiaolin
    Zhu, Qingtang
    Yang, Jiantao
    JOURNAL OF HEALTHCARE ENGINEERING, 2022, 2022
  • [7] Automatic detection of anthropometric features from facial images
    Guenay, Asuman
    Nabiyev, Vasif V.
    2007 IEEE 15TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS, VOLS 1-3, 2007, : 727 - 730
  • [8] Facial Liveness Detection for Biometric User Identification
    Haluska, Renat
    Pleva, Matus
    Sedlak, Jozef
    Kocturova, Marianna
    Andrecik, Samuel
    Ovsenik, L'ubos
    2024 34TH INTERNATIONAL CONFERENCE RADIOELEKTRONIKA, RADIOELEKTRONIKA 2024, 2024,
  • [9] Automatic Face Segmentation and Facial Landmark Detection in Range Images
    Segundo, Mauricio Pamplona
    Silva, Luciano
    Pereira Bellon, Olga Regina
    Queirolo, Chaua C.
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2010, 40 (05): : 1319 - 1330
  • [10] AUTOMATIC DETECTION OF OBSTRUCTIVE SLEEP APNEA USING FACIAL IMAGES
    Balaei, Asghar Tabatabaei
    Sutherland, Kate
    Cistulli, Peter A.
    de Chazal, Philip
    2017 IEEE 14TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI 2017), 2017, : 215 - 218