李建明

个人信息Personal Information

副教授

硕士生导师

性别:男

毕业院校:大连理工大学

学位:博士

所在单位:计算机科学与技术学院

电子邮箱:lijm@dlut.edu.cn

扫描关注

论文成果

当前位置: 中文主页 >> 科学研究 >> 论文成果

A Parallel Algorithm of Handwritten Digits Recogintion Based on Artificial Neural Network with GPU-acceleration

点击次数:

论文类型:期刊论文

发表时间:2009-12-01

发表刊物:ICIC Express Letters

收录刊物:EI、Scopus

卷号:3

期号:4

页面范围:1093-1100

摘要:Traditional parallel Artificial Neural Network(ANN) algorithm, though apopular method with robustness to recognize handwritten digits, is oftencomputationally inefficient as it needs lots of matrix or vector operations toget results, and the parallel computers are relatively difficult to use and maynot be accessible to most researchers. In this paper, we introduce a parallelrecognition algorithm based on LeNet,5 convolutional ANN architecture withGPU-acceleration, which maps ANN to GPU through CUD A. The analytical resultsdemonstrate that the parallel method can obtain a low error rate, speed uprecognition procedure, and provide ordinary users with a more feasible solution.ICIC International ? 2009.