Lip biometric template security framework using spatial steganography

被引:21
|
作者
Das, Srijan [1 ]
Muhammad, Khan [2 ]
Bakshi, Sambit [3 ]
Mukherjee, Imon [4 ]
Sa, Pankaj K. [3 ]
Sangaiah, Arun Kumar [5 ]
Bruno, Andrea [6 ]
机构
[1] INRIA, STARS Team, Sophia Antipolis, France
[2] Sejong Univ, Digital Contents Res Inst, Intelligent Media Lab, Seoul, South Korea
[3] Natl Inst Technol, Dept Comp Sci & Engn, Rourkela, India
[4] Indian Inst Informat Technol, Dept Comp Sci & Engn, Kalyani, W Bengal, India
[5] Vellore Inst Technol, Sch Comp Sci & Engn, Vellore, Tamil Nadu, India
[6] Univ Salerno, Dipartimento Informat, Fisciano, Italy
关键词
Lip biometrics; Steganography; Privacy-preservation; Template security; PERSONAL IDENTIFICATION; PRINT RECOGNITION;
D O I
10.1016/j.patrec.2018.06.026
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this work, we have proposed an efficient and secured lip biometric framework. Unlike the traditional biometric frameworks, that focus on the recognition accuracy only, we focus on both recognition rate along with securing the templates stored in the biometric system. Our contribution also includes using a pre-processing step for improving the local features of the lip images. Local interest points detected by Scale Invariant Feature Transform (SIFT) are used for extracting the lip features. A spatial steganographic algorithm is employed on the lip images to ensure minimum distortion along with hiding the identity of the lip images in the images itself, thus ensuring less chance of misuse of the template. We have reported a comparative analysis of using our steganographic algorithm to secure the template management system to ensure that it does not hamper the recognition rate of the biometric system. We have validated our proposed framework on NITRLipV1 and NITRLipV2 comparing against state-of-the-art results which does not use identity hiding, and we have found the recognition along with hidden identity to yield equally satisfactory performance. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:102 / 110
页数:9
相关论文
共 50 条
  • [1] Biometric Template Transformation: A Security Analysis
    Nagar, Abhishek
    Nandakumar, Karthik
    Jain, Anil K.
    MEDIA FORENSICS AND SECURITY II, 2010, 7541
  • [2] Biometric Based on Steganography Image Security in Wireless Sensor Networks
    Karthika, P.
    Babu, R. Ganesh
    Jayaram, K.
    INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND DATA SCIENCE, 2020, 167 : 1291 - 1299
  • [3] Cancelable Biometric Template Security Using Segment-Based Visual Cryptography
    Punithavathi, P.
    Geetha, S.
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON COMPUTER VISION AND IMAGE PROCESSING, CVIP 2016, VOL 1, 2017, 459 : 511 - 521
  • [4] A Novel Technique to Improve Template Security for Biometric Recognition
    Subramaniam, Bharathi
    Radhakrishnan, Sudhakar
    INTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY, 2016, 13 (6A) : 923 - 929
  • [5] Fingerprint Biometric Template Security Schemes: Attacks and Countermeasures
    Mehmood, Reza
    Selwal, Arvind
    PROCEEDINGS OF RECENT INNOVATIONS IN COMPUTING, ICRIC 2019, 2020, 597 : 455 - 467
  • [6] Biometric Feature Embedding Using Robust Steganography Technique
    Rashid, Rasber D.
    Sellahewa, Harin
    Jassim, Sabah A.
    MOBILE MULTIMEDIA/IMAGE PROCESSING, SECURITY, AND APPLICATIONS 2013, 2013, 8755
  • [7] Performance Analysis of Template Data Security and Protection in Biometric Systems
    Selwal, Arvind
    Gupta, Sunil Kumar
    Surender
    Anubhuti
    2015 2ND INTERNATIONAL CONFERENCE ON RECENT ADVANCES IN ENGINEERING & COMPUTATIONAL SCIENCES (RAECS), 2015,
  • [8] Multimodal Biometric Authentication with Two-layer Hybrid Template Security
    Swati K. Choudhary
    Ameya K. Naik
    SN Computer Science, 5 (6)
  • [9] A safe and secured iris template using steganography and cryptography
    Abikoye, Oluwakemi Christiana
    Ojo, Umar Abdulraheem
    Awotunde, Joseph Bamidele
    Ogundokun, Roseline Oluwaseun
    MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (31-32) : 23483 - 23506
  • [10] A safe and secured iris template using steganography and cryptography
    Oluwakemi Christiana Abikoye
    Umar Abdulraheem Ojo
    Joseph Bamidele Awotunde
    Roseline Oluwaseun Ogundokun
    Multimedia Tools and Applications, 2020, 79 : 23483 - 23506