Hardware Implementation of ADABOOST ALGORITHM and Verification

被引:6
|
作者
Shi, Yuehua [1 ]
Zhao, Feng [1 ]
Zhang, Zhong [1 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Microelect, Shanghai, Peoples R China
关键词
D O I
10.1109/WAINA.2008.92
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Adaboost algorithm is difficult to implement on embedded platform for real-time face detection by software due to its high computation load and data throughput. This article presents a cell array architecture using parallel technology. Detection procedure can be greatly speeded up with its multi-pipeline. Besides it makes use of the continuity of image data to decrease the accesses to RAM This article uses Electronic System Level (ESL) tools to develop and simulate a cycle-accurate model of the cell array architecture. The result shows that cell array architecture with 200MHz clock can process 12 million HAAR features per second and detect faces on a 176*144 image at the frame rate of 103 frames per second, which is 14 times speedup compared with software implementation.
引用
收藏
页码:343 / 346
页数:4
相关论文
共 50 条
  • [21] Hardware Implementation Of Compressed Sensing Algorithm
    Chakraborty, Parnasree
    Tharini, C.
    Abidha, Minhaj M.
    [J]. PROCEEDINGS OF THE 2018 IEEE INTERNATIONAL CONFERENCE ON RECENT TRENDS IN ELECTRICAL, CONTROL AND COMMUNICATION (RTECC), 2018, : 46 - 50
  • [22] A Hardware Implementation of Simon Cryptography Algorithm
    Feizi, Soheil
    Ahmadi, Arash
    Nemati, Ali
    [J]. 2014 4TH INTERNATIONAL CONFERENCE ON COMPUTER AND KNOWLEDGE ENGINEERING (ICCKE), 2014, : 245 - 250
  • [23] Hardware implementation of the subdivision loop algorithm
    del Río, A
    Bóo, M
    Amor, M
    Bruguera, JD
    [J]. PROCEEDINGS OF THE 28TH EUROMICRO CONFERENCE, 2002, : 189 - 197
  • [24] Semantics Driven Hardware Design, Implementation, and Verification with ReWire
    Procter, Adam
    Harrison, William L.
    Graves, Ian
    Becchi, Michela
    Allwein, Gerard
    [J]. ACM SIGPLAN NOTICES, 2015, 50 (05)
  • [25] Algorithms for logical control: Their description, verification and hardware implementation
    Zakrevskij, AD
    Zakrevski, L
    [J]. PDPTA'2001: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED PROCESSING TECHNIQUES AND APPLICATIONS, 2001, : 712 - 718
  • [26] Verification of Various Numerical Methods Using Hardware Implementation
    Mehta, Sandip
    Trivedi, Tej
    [J]. 2015 1ST INTERNATIONAL CONFERENCE ON FUTURISTIC TRENDS ON COMPUTATIONAL ANALYSIS AND KNOWLEDGE MANAGEMENT (ABLAZE), 2015, : 542 - 547
  • [27] Implementation and verification of Nonlinear chirp signals in hardware system
    Sysak, Dawid
    Jaromi, Grzegorz
    Biernacki, Pawel
    [J]. 2021 IEEE REGION 10 SYMPOSIUM (TENSYMP), 2021,
  • [28] High-speed hardware architecture design and implementation of Ed25519 signature verification algorithm
    Xue, Yiming
    Liu, Shurong
    Guo, Shuheng
    Li, Yan
    Hu, Cai'e
    [J]. Tongxin Xuebao/Journal on Communications, 2022, 43 (03): : 101 - 112
  • [29] Ehancing the implementation of Adaboost Algorithm on a DSP-based Platform
    Zhao, Feng
    Yang, Li
    Zhu, Yongxin
    Liao, Pin
    [J]. 2009 INTERNATIONAL CONFERENCE ON SCALABLE COMPUTING AND COMMUNICATIONS & EIGHTH INTERNATIONAL CONFERENCE ON EMBEDDED COMPUTING, 2009, : 393 - +
  • [30] A neural network algorithm for hardware-software verification
    Rebaiaia, ML
    Jaam, JM
    Hasnah, AM
    [J]. ICECS 2003: PROCEEDINGS OF THE 2003 10TH IEEE INTERNATIONAL CONFERENCE ON ELECTRONICS, CIRCUITS AND SYSTEMS, VOLS 1-3, 2003, : 1332 - 1335