Real-time face verification system on a cell-phone using advanced correlation filters

被引:0
|
作者
Ng, CK [1 ]
Savvides, M [1 ]
Khosla, PK [1 ]
机构
[1] Carnegie Mellon Univ, Dept Elect & Comp Engn, Pittsburgh, PA 15213 USA
来源
Fourth IEEE Workshop on Automatic Identification Advanced Technologies, Proceedings | 2005年
关键词
Correlation Filters; Minimum Average Correlation Energy (MACE); fixed-point arithmetic; face verification; face recogntion;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a real-time face recognition system that we implemented on a cell-phone using computationally efficient Minimum Average Correlation Energy Filters. We examine the challenges faced in realizing such a practical system that can perform both enrollment and verification in real-time on the cell-phone using its limited memory and computational resources. Due to the speed and memory constraints of the cell-phone, we optimize the Correlation Filters using a fast fixed-point implementation of 2D Fourier Transform optimal for the cell-phone platform. We also detail an efficient algorithm for synthesizing these filters efficiently in order to minimize computation load and making the system practical with real-time enrollment of users.
引用
收藏
页码:57 / 62
页数:6
相关论文
共 13 条
  • [1] Real-time face verification on mobile devices using margin distillation
    Hosein Zaferani
    Kourosh Kiani
    Razieh Rastgoo
    Multimedia Tools and Applications, 2023, 82 : 44155 - 44173
  • [2] Real-time face verification on mobile devices using margin distillation
    Zaferani, Hosein
    Kiani, Kourosh
    Rastgoo, Razieh
    MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (28) : 44155 - 44173
  • [3] A Robust Technique for Real-Time Face Verification with a Generative Network
    Akkaya, Ibrahim Batuhan
    Karaman, Kaan
    REAL-TIME IMAGE PROCESSING AND DEEP LEARNING 2020, 2020, 11401
  • [4] Real-time face detection and verification based Walsh transform
    Yan, Yunyang
    Gu, Zhibo
    Yang, Jingyu
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2007, 14 : 560 - 564
  • [5] Collaborative correlation filters for real-time tracking with spatial constraint
    Zhou, Lifang
    Li, Hongmei
    Li, Weisheng
    Lei, Bangjun
    Wang, Lu
    INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2019, 17 (03)
  • [6] Analysis of Real-Time Face-Verification Methods for Surveillance Applications
    Perez-Montes, Filiberto
    Olivares-Mercado, Jesus
    Sanchez-Perez, Gabriel
    Benitez-Garcia, Gibran
    Prudente-Tixteco, Lidia
    Lopez-Garcia, Osvaldo
    JOURNAL OF IMAGING, 2023, 9 (02)
  • [7] MobiDIV: A Privacy-Aware Real-Time Driver Identity Verification on Mobile Phone
    Ma, Yinan
    Wu, Jing
    Long, Chengnian
    Lin, Yi-Bing
    IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (04) : 2802 - 2816
  • [8] Robust Scale Adaptive and Real-Time Visual Tracking with Correlation Filters
    Pi, Jiatian
    Hu, Keli
    Gu, Yuzhang
    Qu, Lei
    Li, Fengrong
    Zhang, Xiaolin
    Zhan, Yunlong
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2016, E99D (07): : 1895 - 1902
  • [9] Accurate Scale Adaptive and Real-Time Visual Tracking with Correlation Filters
    Pi, Jiatian
    Zeng, Shaohua
    Zuo, Qing
    Wei, Yan
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2018, E101D (11): : 2855 - 2858
  • [10] MobileFaceNets: Efficient CNNs for Accurate Real-Time Face Verification on Mobile Devices
    Chen, Sheng
    Liu, Yang
    Gao, Xiang
    Han, Zhen
    BIOMETRIC RECOGNITION, CCBR 2018, 2018, 10996 : 428 - 438