Image processing for a tactile/vision substitution system using digital CNN

被引:0
作者
Lin, Chien-Nan
Yu, Sung-Nien
Hu, Jin-Cheng
机构
来源
2006 28TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-15 | 2006年
关键词
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In view of the parallel processing and easy implementation properties of CNN, we propose to use digital CNN as the image processor of a tactile/vision substitution system (TVSS). The digital CNN processor is used to execute the wavelet down-sampling filtering and the half-toning operations, aiming to extract important features from the images. A template combination method is used to embed the two image processing functions into a single CNN processor. The digital CNN processor is implemented on an intellectual property ([P) and is implemented on a XILINX VIRTEX II2000 FPGA board. Experiments are designated to test the capability, of the CNN processor in the recognition of characters and human subjects in different environments. The experiments demonstrates impressive results, which proves the proposed digital CN-TN processor a powerful component in the design of efficient tactile/vision substitution systems for the visually impaired people.
引用
收藏
页码:3435 / 3438
页数:4
相关论文
共 15 条
[1]   CELLULAR NEURAL NETWORKS - THEORY [J].
CHUA, LO ;
YANG, L .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1988, 35 (10) :1257-1272
[2]   IMAGE HALF-TONING WITH CELLULAR NEURAL NETWORKS [J].
CROUNSE, KR ;
ROSKA, T ;
CHUA, LO .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-ANALOG AND DIGITAL SIGNAL PROCESSING, 1993, 40 (04) :267-283
[3]   Fault-tolerant design of analogic CNN templates and algorithms -: Part I:: The binary output case [J].
Földesy, P ;
Kék, L ;
Zarándy, A ;
Roska, T ;
Bártfai, G .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 1999, 46 (02) :312-322
[4]  
GUARNIERO G, 1977, VIZ IMPAIRMENT B MAR, P1225
[5]  
LIN CN, 2005, P IEEE INT WORKSH CE, P166
[6]   An on-line ICA-mixture-model-based self-constructing fuzzy neural network [J].
Lin, CT ;
Cheng, WC ;
Liang, SF .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2005, 52 (01) :207-221
[7]   Configurable multilayer CNN-UM emulator on FPGA [J].
Nagy, Z ;
Szolgay, P .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2003, 50 (06) :774-778
[8]  
NAGY Z, 2003, P 16 EUR C CIRC THEO
[9]   The People Sensor: A mobility aid for the visually impaired [J].
Ram, S ;
Sharf, J .
SECOND INTERNATIONAL SYMPOSIUM ON WEARABLE COMPUTERS - DIGEST OF PAPERS, 1998, :166-167
[10]   Cellular wave computers for brain-like spatial-temporal sensory computing [J].
Roska, Tamás .
IEEE Circuits and Systems Magazine, 2005, 5 (02) :5-19