液晶与显示2016,Vol.31Issue(8):778-783,6.DOI:10.3788/YJYXS20163108.0778
多尺度矩阵滤波的路面裂缝检测方法研究
Method for pavement cracks detection based on multi-scale matrix filtering
摘要
Abstract
In order to quickly detect pavement cracks and classify them from complex pavement envi-ronment,a method based on multi-scale matrix filtering is proposed.The method which based on TMS642 DSP platform from TI can process a large number of complex data with high speed in real-time,and effectively process pavement images from multi scales to eliminate the noise,then highlights the characteristics of pavement cracks.Characteristics of pavement cracks can be extracted by analyzing the feature and feature direction of Hessian matrix,then growth direction can be traced and the size of it can be determined.At the same time,the small discontinuous cracks are combined through the crack combination algorithm.Finally,the cracks will be classified according to the crack curvature.Experimental results show that the method proposed in this paper can quickly detect and classify the pavement cracks with high accuracy,it also has strong anti-noise capacity,high image segmentation accuracy and low miss rate and error rate,so it can meet the engineering application re-quirements.关键词
裂缝检测/滤波/曲率/图像分割Key words
crack detection/filtering/curvature/image segmentation分类
信息技术与安全科学引用本文复制引用
杨会玲,崔洪恩,孙慧婷,何昕..多尺度矩阵滤波的路面裂缝检测方法研究[J].液晶与显示,2016,31(8):778-783,6.基金项目
国家自然科学基金(No.61472267) (No.61472267)
江苏省普通高校研究生科研创新计划项目(No.KYLX15_1311) Supporteel by National Nataral Science Foundation of China(No.61472267) (No.KYLX15_1311)
Program for Postgraduates Research Innovation in University of Jiangsu Province(No.KYLX15_1311) (No.KYLX15_1311)