电信技术、自动化技术 |
|
|
|
|
基于自组织映射的手写数字识别的并行实现 |
王一木1, 潘赟1, 龙彦辰1, 严晓浪1, 宦若虹2 |
1. 浙江大学 超大规模集成电路设计研究所, 浙江 杭州 310027;
2. 浙江工业大学 计算机科学与技术学院, 浙江 杭州 310023 |
|
Parallel implementation of handwritten digit recognition system using self-organizing map |
WANG Yi-mu1, PAN Yun1, LONG Yan-chen1, YAN Xiao-lang1, HUAN Ruo-hong2 |
1. Institute of VLSI Design, Zhejiang University, Hangzhou 310027, China; 2. College of Computer Science and
Technology, Zhejiang University of Technology, Hangzhou 310023, China |
引用本文:
王一木, 潘赟, 龙彦辰, 严晓浪, 宦若虹. 基于自组织映射的手写数字识别的并行实现[J]. 浙江大学学报(工学版), 2014, 48(4): 742-747.
WANG Yi-mu, PAN Yun, LONG Yan-chen, YAN Xiao-lang, HUAN Ruo-hong. Parallel implementation of handwritten digit recognition system using self-organizing map. JOURNAL OF ZHEJIANG UNIVERSITY (ENGINEERING SCIENCE), 2014, 48(4): 742-747.
链接本文:
http://www.zjujournals.com/xueshu/eng/CN/10.3785/j.issn.1008-973X.2014.04.026
或
http://www.zjujournals.com/xueshu/eng/CN/Y2014/V48/I4/742
|
[1] TEUVO K. The self-organizing map [C]∥ Proceedings of IEEE. New York: IEEE, 1990, 78(1): 1464-1480.
[2] 颜学峰, 陈德钊,胡上序.复杂模式保留拓扑的平面映射及其应用[J]. 浙江大学学报:工学版, 2001, 35(5): 529-533.
YAN Xue-feng, CHEN De-zhao, HU Shang-xu. Topology-preserving map of complex patterns group and its application [J]. Journal of Zhejiang University: Engineering Science, 2001, 35(5): 529-533.
[3] TEUVO K, SAMUEL K, KRISTA L, et al. Self organization of a massive document collection [J]. IEEE Transactions on Neural Networks, 2000, 11(3): 574-585.
[4] SILVEN O, NISKANEN M, KAUPPINEN H. Wood inspection with non-supervised clustering [J]. Machine Vision and Applications, 2003, 13(5/6): 275-285.
[5] MUTHURAMALINGAM A, HIMAVATHI S, SRINIVASAN E. Neural network implementation using FPGA: issues and application [J]. International Journal of Information Technology, 2008, 4(2): 86-92.
[6] RUPING S, RUCKERT U, GOSER K. Hardware design for self organizing feature maps with binary input vectors [C]∥ Proceedings of the International Workshop on Artificial Neural Networks. Sitges: Springer, 1993: 488-493.
[7] JORGE P, MAURICIO V, ANDRES V. Digital hardware architectures of Kohonen’s self organizing feature maps with exponential neighboring function [C]∥ IEEE International Conference on Reconfigurable Computing and FPGA. Mexico: IEEE, 2006: 1-8.
[8] YAMAKAWA T, HORIO K, HIRATSUKA T. Advanced self organizing maps using binary weight vector and its digital hardware design [C]∥ Proceedings of the 9th International Conference on Neural Information. Singapore: IEEE, 2002: 1330-1335.
[9] APPIAH K, HUNTER A, MENG H Y, et al. A binary self-organizing map and its FPGA implementation [C]∥ Proceedings of International Joint Conference on Neural Networks. Atlanta: IEEE, 2009: 164-171.
[10] OMONDI A R, RAJAPAKSE J C. FPGA implementations of neural networks [M]. Netherlands: Springer, 2006.
[11] AGUNDIS R, GIRONES G, PALERO C, et al. A mixed hardware software SOFM training system [J]. Computacióny Sistemas, 2008, 4: 349-356.
[12] LECUN Y, CORTES C. The MNIST database of handwritten digits [DB/OL]. http:∥yann.lecun.com/exdb/mnist/.
[13] APPIAH K, HUNTER A, DICKINSON P, et al. Implementation and applications of tri-state self-organizing maps on FPGA [J]. IEEE Transactions on Circuits and Systems for Video Technology, 2012, 22(8): 1150-1160. |
|
Viewed |
|
|
|
Full text
|
|
|
|
|
Abstract
|
|
|
|
|
Cited |
|
|
|
|
|
Shared |
|
|
|
|
|
Discussed |
|
|
|
|