Multi-Pipeline Architecture for face recognition on FPGA

被引:5
|
作者
Visakhasart, Sathaporn [1 ]
Chitsobhuk, Orachat [1 ]
机构
[1] King Mongkuts Inst Technol Ladkrabang, Fac Engn, Bangkok, Thailand
关键词
Face recognition; Multi-pipeline; FPGA; PCA; MPCA; WMPCA; Performance comparison;
D O I
10.1109/ICDIP.2009.48
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a new multi-pipeline architecture is proposed for face recognition system on FPGA. The proposed structure consists of four main units: Multi-Pipeline Control Unit (MPCU), Process Element Unit (PEU), Region Summing Unit (RSU), and Recognition Indexing Unit (RIU). Four recognition techniques: Principal Component Analysis (PCA), Modular PCA (MPCA), Weight MPCA (WMPCA), and Wavelet based techniques are adopted to evaluate the efficiency of the proposed architecture using several standard face databases. The experimental results show that the proposed architecture helps minimizing processing time through its multi-pipeline processes while still maintains high recognition rate. Moreover, the design has encouraged the reduction in hardware resources by utilizing the proposed reusable modules.
引用
收藏
页码:152 / 156
页数:5
相关论文
共 50 条
  • [1] A Scalable Multi-Pipeline JPEG Encoding Architecture
    Yu Shichao
    Hu Zhizhong
    Chen Xin
    [J]. 2016 28TH INTERNATIONAL CONFERENCE ON MICROELECTRONICS (ICM 2016), 2016, : 369 - 372
  • [2] A multi-pipeline architecture for high-speed packet classification
    Pao, Derek
    Lu, Ziyan
    [J]. COMPUTER COMMUNICATIONS, 2014, 54 : 84 - 96
  • [3] Improving Speech Recognition Using Dynamic Multi-Pipeline API
    Sirikongtham, Puwadol
    Paireekreng, Worapat
    [J]. 2017 15TH INTERNATIONAL CONFERENCE ON ICT AND KNOWLEDGE ENGINEERING (ICT&KE), 2017, : 65 - 70
  • [4] Energy-Efficient Multi-Pipeline Architecture for Terabit Packet Classification
    Jiang, Weirong
    Prasanna, Viktor K.
    [J]. GLOBECOM 2009 - 2009 IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE, VOLS 1-8, 2009, : 6270 - 6275
  • [5] Experiments with a real-time multi-pipeline architecture for shared control
    Siewert, S
    [J]. 2001 IEEE AEROSPACE CONFERENCE PROCEEDINGS, VOLS 1-7, 2001, : 3353 - 3365
  • [6] Visualization Multi-Pipeline for Communicating Biology
    Mindek, Peter
    Kouril, David
    Sorger, Johannes
    Toloudis, Daniel
    Lyons, Blair
    Johnson, Graham
    Groeller, M. Eduard
    Viola, Ivan
    [J]. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2018, 24 (01) : 883 - 892
  • [7] TEPPCO announces multi-pipeline project
    不详
    [J]. PIPELINE & GAS JOURNAL, 1999, 226 (04) : 8 - 8
  • [8] Design of a 32-bit digital signal processor with multi-issue and multi-pipeline architecture
    [J]. Chen, C., 1600, Northwestern Polytechnical University (31):
  • [9] Loop Unrolling in Multi-pipeline ASIP Design
    Navarathna, H. M. R. D. B.
    Radhakrishnan, S.
    Ragel, R. G.
    [J]. 2009 INTERNATIONAL CONFERENCE ON INDUSTRIAL AND INFORMATION SYSTEMS, 2009, : 306 - 311
  • [10] Heavy Hitter Detection on Multi-Pipeline Switches
    Verdi, Fabio Luciano
    Chiesa, Marco
    [J]. PROCEEDINGS OF THE 2021 SYMPOSIUM ON ARCHITECTURES FOR NETWORKING AND COMMUNICATIONS SYSTEMS (ANCS '21), 2021, : 121 - 124