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一种分区BP人工神经网络图像差值算法

钱育蓉 于炯 英昌甜 杨兴耀

吉首大学学报(自然科学版)2016,Vol.37Issue(3):28-33,6.
吉首大学学报(自然科学版)2016,Vol.37Issue(3):28-33,6.DOI:10.3969/j.cnki.jdxb.2016.03.007

一种分区BP人工神经网络图像差值算法

Regional Image Interpolation Algorithms with Back-Propagation Artificial Neural Network

钱育蓉 1于炯 1英昌甜 1杨兴耀1

作者信息

  • 1. 新疆大学软件学院,新疆 乌鲁木齐 830008
  • 折叠

摘要

Abstract

In order to improve the quality of image interpolation,back-propagation artificial neural net-work (BP-ANN)with self-learning,adaptive and generalization ability has been used to carry out the re-gional image interpolation research.Missing pixel in image is divided into smooth region and edge region, each region corresponding to a BP-ANN interpolation operation.To identify the topology structure,sam-pling mode and the interpolation process of regional BP-ANN,three experiments were performed.The experimental results show that best balance between CPU-time consumption and visual quality lies in 8-1 6-1 topology of BP-ANN;compared with the classical LA interpolation algorithm,our proposed algo-rithm provides 0.593 8 dB higher PSNR while performed better visual quality.

关键词

插值/前向反馈人工神经网络/线性均值插值/峰值性噪比/网络拓扑

Key words

interpolation/back propagation artificial neural network/linear average interpolation/peak sig-nal to noise radio/network topology

分类

信息技术与安全科学

引用本文复制引用

钱育蓉,于炯,英昌甜,杨兴耀..一种分区BP人工神经网络图像差值算法[J].吉首大学学报(自然科学版),2016,37(3):28-33,6.

基金项目

国家自然科学基金资助项目(61462079,61363083,61262088);新疆维吾尔自治区青年博士科技人才创新项目(2013731004);新疆维吾尔自治区高校科研计划项目(XJEDU2012I10);新疆维吾尔自治区自然科学基金资助项目 ()

吉首大学学报(自然科学版)

1007-2985

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