基于视觉传达技术的激光成像雷达图像匹配系统
Image matching system of laser imaging radar based on visual communication technology
张思斯 1宁晓蕾1
作者信息
摘要
为增强激光成像雷达图像,提升激光成像雷达图像匹配效果,设计基于视觉传达技术的激光成像雷达图像匹配系统.获取激光成像雷达图像,经视觉传达技术中优化后的Retinex增强算法完成图像增强处理后,使用SIFT和旋转不变LBP方法获取关键点和关键点四周区域旋转不变LBP特征,根据关键点相似度判定等实现激光成像雷达图像匹配.实验结果证明:所提系统的峰值信噪比最高为47 dB,结构相似度最高达到0.92;图像特征点匹配精度最高为97%,匹配速度最快为3.6 s,该系统增强了激光成像雷达图像质量,能够高精度实现激光成像雷达图像匹配,为实际工作提供可靠依据与参考.
Abstract
In order to enhance the image of laser imaging radar and improve the image matching effect of laser im-aging radar,a laser imaging radar image matching system based on visual communication technology is designed.Ob-tain the laser imaging radar image.After the image enhancement processing is completed by the optimized Retinex en-hancement algorithm in the visual communication technology,SIFT and rotation invariant LBP methods are used to ob-tain the rotation invariant LBP features of the key points and the area around the key points,and the laser imaging ra-dar image matching is realized according to the similarity judgment of the key points.Experimental results show that the proposed system has a maximum signal-to-noise ratio of 47 dB and a maximum structural similarity of 0.92.The high-est matching accuracy of image feature points is 97%,and the fastest matching speed is 3.6 s.The system enhances the image quality of laser imaging radar,and can realize the image matching of laser imaging radar with high precision,which provides a reliable basis and reference for practical work.
关键词
视觉传达/激光成像雷达/图像匹配/图像增强/关键点检测/LBP特征描述Key words
visual communication/laser imaging radar/image matching/image enhancement/key point detec-tion/LBP feature description引用本文复制引用
基金项目
辽宁省教育科学课题(JG14DB353)
辽宁省社科联项目(20211slqnkt-047)
出版年
2024