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基于投影变换的声纳图像特征提取与识别
引用本文:刘晨晨,桑恩方,张之猛. 基于投影变换的声纳图像特征提取与识别[J]. 计算机工程与应用, 2006, 42(25): 6-8,11
作者姓名:刘晨晨  桑恩方  张之猛
作者单位:哈尔滨工程大学水声工程学院,哈尔滨,150001;哈尔滨工程大学水声工程学院,哈尔滨,150001;哈尔滨工程大学水声工程学院,哈尔滨,150001
摘    要:用投影变换的方法进行了成像声纳采集的水声图像特征提取与识别。阐述了Radon与扇束投影变换的特点与关系,并提出了一种基于图像边缘Radon变换的水声图像矩特征提取和识别方法。首先使用一种形态学边缘提取算子和细化算法提取二维图像中目标的轮廓,构造目标轮廓在 Radon变换空间的平移、比例和旋转矩不变量,并应用于三类水下物体的分类识别中,实验仿真结果表明该方法在运算速度上优于Hu’s不变矩和图像目标面Radon投影空间不变矩,具有很好的性能和较高的实用价值。

关 键 词:声纳图像  Radon变换  扇束投影  特征提取  识别
文章编号:1002-8331-(2006)25-0006-03
收稿时间:2006-07-01
修稿时间:2006-07-01

Projection Based Sonar Images Feature Extraction and Recognition
LIU Chen-chen,SANG En-fang,ZHANG Zhi-meng. Projection Based Sonar Images Feature Extraction and Recognition[J]. Computer Engineering and Applications, 2006, 42(25): 6-8,11
Authors:LIU Chen-chen  SANG En-fang  ZHANG Zhi-meng
Affiliation:School of Underwater Acoustic Engineering,Harbin Engineering University,Harbin 150001
Abstract:The method of projection is used to feature extraction and recognition of the underwater acoustic images obtained by sonar imaging.After discussing the characteristics of Radon transform and fan-beam projection respectively,a new method using Radon transform for underwater acoustic image's feature extraction and classification is proposed,which is non-sensitive to the ambiguous noise.After getting the close edge by morphological edge extraction and thinning operators,we construct the edge moment invariants based on Radon projection and use them in classification of three kinds of underwater objects.Simulation results show the proposed method is robust and its effectiveness are better than Hu's moment invariant and object's plane moment invariance in Radon projective space according to the computing speed.
Keywords:sonar image   Radon transform   feature extraction   recognition
本文献已被 CNKI 维普 万方数据 等数据库收录!
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