Implementation and Comparative Analysis of Semi-Automated Surveillance Algorithms in Real Time using Fast-NCC

被引：0
作者：
Khan, Omer [1 ]
Muzzammel, Raheel [1 ]
Tahir, Umair [1 ]
Azeem, Omar [1 ]
Arshad, Rabia [1 ]
Umer, Muhammad [1 ]
机构：
[1] Univ Lahore, Elect Engn Dept, Lahore, Pakistan
来源：
4TH INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING (IC)2 | 2021年
关键词：
evaluation module (EVM); external memory interface (EMIF); field-programmable gate array (FPGA); normalized cross-correlation (NCC); real time tracking (RTT); region of interest (ROI); phase alternation line (PAL);
D O I：
10.1109/ICIC53490.2021.9692936
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Chaotic environment, irregular motion of objects creates challenging environment in the field of computer vision. Advance target tracking techniques are used to overcome these problems, but few parameters are considered ideal in those scenarios, or those parameters are ignored. In this research, cross correlation technique is applied for target tracking which is famous for feature extraction in image processing. Further, normalized cross correlation and fast-normalized cross correlation are implemented and results are compared. As enormous computation is required in these techniques, real time target tracking is factual challenge faced by this technique. High performance embedded hardware is required to implement these techniques. In this research, digital signal processor embedded board TMS320DM642 is carefully chosen for this purpose. This board is equipped with evaluation module and video decoder. Above mentioned techniques are implemented on TMS320DM642 and their results are carefully analyzed in this research.
引用
收藏
页码：327 / 332
页数：6
相关论文
共 16 条
  • [1] Adhikari G., 2016, PROC ICRTIT, DOI [10.1109/ICRTIT.2016.7569517, DOI 10.1109/ICRTIT.2016.7569517]
  • [2] Amrouche N, 2017, 2017 INTERNATIONAL CONFERENCE ON ELECTROMAGNETICS IN ADVANCED APPLICATIONS (ICEAA), P692, DOI 10.1109/ICEAA.2017.8065341
  • [3] Assudani Purshottam J., 2012, 2012 INT C COMPUTING
  • [4] Cooke T., 2011, Proceedings of the 2011 International Conference on Digital Image Computing: Techniques and Applications (DICTA 2011), P462, DOI 10.1109/DICTA.2011.84
  • [5] Ding Zhonglin., 2011, P 2011 INT C COMPUTE
  • [6] Fast normalized cross correlation for motion tracking using basis functions
    Hii, A. J. H.
    Hann, C. E.
    Chase, J. G.
    Van Houten, E. E. W.
    [J]. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2006, 82 (02) : 144 - 156
  • [7] Khan O., 2018, PAKISTAN J ENG TECHN, V1, P1
  • [8] Khan O, 2019, 2019 2ND INTERNATIONAL CONFERENCE ON COMMUNICATION, COMPUTING AND DIGITAL SYSTEMS (C-CODE), P237, DOI [10.1109/C-CODE.2019.8681026, 10.1109/c-code.2019.8681026]
  • [9] Munsayac F. E. T., 2017, 2017 IEEE 9 INT C HU, P1
  • [10] Oh Seung-Taek, 2012, STUDY TARGET 2D TRAC
12