Low-cost dedicated hardware IP modules for background subtraction in embedded vision systems

被引:1
|
作者
Calvo-Gallego, Elisa [1 ]
Brox, Piedad [1 ,2 ]
Sanchez-Solano, Santiago [1 ]
机构
[1] CSIC Univ Seville, Inst Microelect Sevilla IMSE CNM, Seville, Spain
[2] Univ Seville, Dept Elect & Electromagnetism, Seville, Spain
关键词
Embedded vision systems; Background subtraction; Hardware implementation;
D O I
10.1007/s11554-014-0455-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents the design and implementation of dedicated hardware IP modules for background subtraction, which are suitable to be implemented in embedded vision systems and are efficient in terms of performance, resource consumption, and operational speed. To achieve this goal, a comprehensive experimental study of different algorithms has been carried out by evaluating a wide range of quality parameters. From the results of this analysis, five candidate algorithms were selected and implemented using a model-based design methodology supported by Matlab and Xilinx FPGA tools. Using only the internal block memory available in the FPGA, they provide adequate solutions for processing low-resolution images with CIF and QCIF formats.
引用
收藏
页码:681 / 695
页数:15
相关论文
共 50 条
  • [21] A Flexible Embedded Hardware Platform Supporting Low-Cost Human Pose Estimation
    Laurijssen, Dennis
    Truijen, Steven
    Saeys, Wim
    Daems, Walter
    Steckel, Jan
    2016 INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN), 2016,
  • [22] Low-Cost Embedded Oximeter
    Laghrouche, M.
    Haddab, S.
    Lotmani, S.
    Mekdoud, K.
    Ameur, S.
    MEASUREMENT SCIENCE REVIEW, 2010, 10 (05): : 176 - 179
  • [23] Low-cost vision sensors
    Collins, G.
    Silver, B.
    Manufacturing Engineer, 2001, 80 (02) : 89 - 92
  • [24] Self-reconfigurable embedded systems on low-cost FPGAs
    Gonzalez, Ivan
    Aguayo, Estanislao
    Lopez-Buedo, Sergio
    IEEE MICRO, 2007, 27 (04) : 49 - 57
  • [25] UARTS MAKE POSSIBLE LOW-COST NETWORKS OF EMBEDDED SYSTEMS
    BUTLER, J
    EDN, 1995, 40 (07) : 87 - &
  • [26] A low-cost, tiled embedded smart camera system for computer vision applications
    Leon-Salas, W. D.
    Velipasalar, Senem
    Schemm, Nathan
    Balkir, Sina
    2007 FIRST ACM/IEEE INTERNATIONAL CONFERENCE ON DISTRIBUTED SMART CAMERAS, 2007, : 120 - 126
  • [27] LOW-COST MODULES ASPIRE TO ACQUISITION
    VOLLER, N
    CONTROL AND INSTRUMENTATION, 1987, 19 (04): : 71 - &
  • [28] Effective Background Subtraction Algorithm for Food Inspection using a Low-Cost Near Infrared Camera
    Tumas, Paulius
    Serackis, Arturas
    2017 OPEN CONFERENCE OF ELECTRICAL, ELECTRONIC AND INFORMATION SCIENCES (ESTREAM), 2017,
  • [29] Low-cost laser modules for SMT
    Rehm, W
    Adam, K
    Göth, A
    Jörg, W
    Lauckner, J
    Scherb, J
    Aribaud, P
    Artigue, C
    Duchemin, C
    Fernier, B
    Grard, E
    Keller, D
    Kerboeuf, S
    Rabaron, S
    Rainsant, JM
    Tregoat, D
    Nicque, JL
    Tournereau, A
    Laroulandie, PJ
    Berthier, P
    50TH ELECTRONIC COMPONENTS & TECHNOLOGY CONFERENCE - 2000 PROCEEDINGS, 2000, : 736 - 741
  • [30] Scalable distributed memory embedded system with a low-cost hardware message passing interface
    Jeong, Ha-young
    Hur, Won
    Lee, Yong-surk
    IEICE ELECTRONICS EXPRESS, 2009, 6 (12): : 837 - 843