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一种基于统计平均的图像处理自适应阈值模型
引用本文:赵其杰,屠大维,高达明,王仁三.一种基于统计平均的图像处理自适应阈值模型[J].光电子.激光,2004,15(9):1099-1102.
作者姓名:赵其杰  屠大维  高达明  王仁三
作者单位:上海大学机械自动化工程系,上海,200072;上海大学机械自动化工程系,上海,200072;上海大学机械自动化工程系,上海,200072;上海大学机械自动化工程系,上海,200072
基金项目:国家自然科学基金资助项目(69905002)
摘    要:用统计力学的思想和方法分析了图像象素灰度值和宏观图像信息之间的关系,用统计回归方法对实验数据进行模拟和曲线拟合,建立了基于Boltzmann统计法的平均灰度值和图像阈值的关系模型。在眼睛盯视输入人机交互系统中,对所建模型编写了程序处理函数和算法,进行了实验分析。结果表明,此方法在图像信息稳定的情况下可以得到更好的效果,用建立的自适应阈值模型可以自动获取阈值。实验中图像平均灰度值在110~230情况下,提取特征信息的准确率达到了95%。

关 键 词:统计力学  图像处理  自适应阈值  Boltzmann统计法
文章编号:1005-0086(2004)09-1099-04

Adaptive Threshold Model Research for Image Processing Based on Statistic and Average Method
ZHAO Qi-jie,TU Da-wei,GAO Da-ming,WANG Ren-san.Adaptive Threshold Model Research for Image Processing Based on Statistic and Average Method[J].Journal of Optoelectronics·laser,2004,15(9):1099-1102.
Authors:ZHAO Qi-jie  TU Da-wei  GAO Da-ming  WANG Ren-san
Abstract:A method that is based on Statistical mechanics has been proposed for analyzing the relationship between pixel gray values and the micro information in an image.After simulating and curve fitting of the experiment data,the image-processing model between average gray value and thresholds has been constructed using Boltzmann statistics.In order to verify the effectiveness of the model,some experiments have been carried out,in an eye-gaze input human computer interaction(HCI) system,the experiment results show that this method can achieve better results as long as the main feature of objects in the image remains the same.In these experiments,thresholds could be automatically gotten in terms of the adaptive threshold model,when the average gray values of images were between 110 and 230,the feature extracting accuracy has been 95%.
Keywords:statistical mechanics  image processing  adaptive threshold  Boltzmann statistics
本文献已被 CNKI 维普 万方数据 等数据库收录!
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