Hardware Optimization for Real-Time Target Tracking using Fast-Normalized Cross Correlation

被引：0
|
作者：
Khan, Omer [1 ]
Saeed, Nayab [1 ]
Kluzzammel, Raheel [1 ]
Tahir, Umair [1 ]
Azeem, Omar [1 ]
机构：
[1] Univ Lahore, Elect Engn Dept, Lahore, Pakistan
来源：
2019 2ND INTERNATIONAL CONFERENCE ON COMMUNICATION, COMPUTING AND DIGITAL SYSTEMS (C-CODE) | 2019年
关键词：
Normalized Cross Correlation (NCC); Fast-NCC; Real time tracking (RTT); Hardware Optimization; Digital Signal Processing (DSP); Central Processing Unit (CPU); Computational time; Frame rate; Throughput; Power consumption; Direct memory access (DMA); CPU optimization; Memory optimization;
D O I：
10.1109/c-code.2019.8681026
中图分类号：
TP301 [理论、方法];
学科分类号：
081202 ;
摘要：
Target tracking in real time is existing challenge for developers. The algorithms for target tracking require some programmable embedded platform for implementation. In this research "TMS320DM642 evaluation module with TVP video decoders" digital signal processor (DSP) embedded board is chosen as platform for implementation of target tracking algorithm. Optimization of real time target tracking is limited to some extend for all techniques. These techniques with software constraints can be improved with hardware optimization algorithm. Hence major focus of this research is to monitor results of hardware optimization algorithm. These optimization techniques provides efficient utilization of existing hardware resources. Various techniques like central processing unit (CPU) optimization, memory optimization and minimization of code are applied on target tracking algorithm using fast normalized cross correlation. Results are then investigated and studied to observe the enhancement in Process time, frame rate, accuracy and power consumption.
引用
收藏
页码：237 / 242
页数：6
相关论文
共 50 条
  • [21] Robust Real-Time Multiple Target Tracking
    von Hoyningen-Huene, Nicolai
    Beetz, Michael
    COMPUTER VISION - ACCV 2009, PT II, 2010, 5995 : 247 - 256
  • [22] Siamese Deformable Cross-Correlation Network for Real-Time Visual Tracking
    Zheng, Linyu
    Chen, Yingying
    Tang, Ming
    Wang, Jinqiao
    Lu, Hanqing
    NEUROCOMPUTING, 2020, 401 : 36 - 47
  • [23] HARDWARE REALIZATION OF A FAST NEURAL-NETWORK ALGORITHM FOR REAL-TIME TRACKING IN HEP EXPERIMENTS
    LEIMGRUBER, FR
    PAVLOPOULOS, P
    STEINACHER, M
    TAUSCHER, L
    VLACHOS, S
    WENDLER, H
    NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT, 1995, 365 (01): : 198 - 202
  • [24] Cross-correlation image analysis for real-time single particle tracking
    Werneck, L. R.
    Jessup, C.
    Brandenberger, A.
    Knowles, T.
    Lewandowski, C. W.
    Nolan, M.
    Sible, K.
    Etienne, Z. B.
    D'Urso, B.
    REVIEW OF SCIENTIFIC INSTRUMENTS, 2024, 95 (07):
  • [25] A fast algorithm for real-time video tracking
    Shi-xu, Shi
    Qi-lun, Zheng
    Han, Huang
    IITA 2007: WORKSHOP ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, PROCEEDINGS, 2007, : 120 - 124
  • [26] Achieving real-time target tracking using wireless sensor networks
    He, Tian
    Vicaire, Pascal
    Yan, Ting
    Luo, Liqian
    Gu, Lin
    Zhou, Gang
    Stoleru, Radu
    Cao, Qing
    Stankovic, John A.
    Abdelzaher, Tarek
    PROCEEDINGS OF THE 12TH IEEE REAL-TIME AND EMBEDDED TECHNOLOGY AND APPLICATIONS SYMPOSIUM, 2006, : 37 - +
  • [27] Implementation of a real-time target tracking behaviour using video sensors
    Ila, V
    De La Cruz, J
    Batlle, J
    Ridao, P
    CONTROL APPLICATIONS IN MARINE SYSTEMS 2001 (CAMS 2001), 2002, : 517 - 521
  • [28] Real-Time Automatic Target Detection and Tracking using Visual Feedback
    Khan, A.
    Ali, S. S. A.
    Omer, M.
    Raza, K.
    2014 5TH INTERNATIONAL CONFERENCE ON INTELLIGENT AND ADVANCED SYSTEMS (ICIAS 2014), 2014,
  • [29] Real-time unmanned aerial vehicle tracking of fast moving small target on ground
    Yan, Junhua
    Du, Jun
    Young, Yong
    Chatwin, Christopher R.
    Young, Rupert C. D.
    Birch, Philip
    JOURNAL OF ELECTRONIC IMAGING, 2018, 27 (05)
  • [30] Real-time tracking of moving objects through efficient scale space adaptation and normalized correlation filtering
    Ali, Asfak
    Ghosh, Avra
    Chaudhuri, Sheli Sinha
    SIGNAL IMAGE AND VIDEO PROCESSING, 2024, 18 (01) : 679 - 689
12345