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一种评价自动目标检测算法性能的方法
A Method for Perfomance Evaluation of an Automatic Target Detection Algorith
【摘要】 提出一种自动目标检测算法性能的评价方法,设计了一种实景目标背景图像合成方法,由此可以得到满足测试目标检测算法性能的要求且度量参数调整方便的测试图像集,确定了16个图像质量度量指标,建立了性能评价的响应函数模型,采用因子分析、多元相关回归分析和Logistic回归分析方法,研究算法性能与图像度量的统计关系,实验表明,所提出的目标检测算法性能评价方法是合理的。
【Abstract】 This paper presents the performance evaluating method for an automatic target detectionalgorithm,In order to meet the requirements of the target detection algorithm and obtain atesting image with an easily modified metric index,an image synthesizing method with realtarget/background is proposed.A performance evaluating model is developed with the re-sponse function modelling method.The statistical relation between the performance of auto-matic target detection algorithms and the image measure is studied using the factor analysis,multivariate correlative regression analysis,and logistic regression analysis,Evaluation results of two target segmentation detection algorithms are given.
【Key words】 utomatic target detection; performance evaluation of an algorithm; response function model; logistic regression analysis;
- 【文献出处】 华中理工大学学报 , 编辑部邮箱 ,1994年05期
- 【分类号】TP301.6
- 【被引频次】11
- 【下载频次】375