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Received:March 22, 2019 Revised:April 19, 2019
Received:March 22, 2019 Revised:April 19, 2019
中文摘要: 研究了纹理较多、噪声较大的两幅或多幅的图像拼接问题.两幅图像拼接时,提取图像特征点的好坏对图像拼接结果有很大影响.经典的SIFT算法是一种较好的局部特征点提取算法.而对于纹理较多,噪声较大的图像中,SIFT算法会提取数量较大的特征点,影响匹配的准确性和速度.本文提出基于结构信息的图像拼接算法(SKM,Structual Keypoint Matching),利用RTV算法提取图像的信息结构,有效地去除图像中的纹理噪声.去噪后,利用SIFT算法提取特征点进行匹配,最后利用RANSAC算法对匹配点对进行筛选,提高准确度.通过由SKM算法得到的变换矩阵H作用于原始图像,完成图像的拼接.
Abstract:Two or more image stitching problems with more texture and higher noise were studied. When two images are spliced, the extraction of image feature points has a great influence on the image splicing results. The classical SIFT algorithm is a better local feature point extraction algorithm. For images with more texture and higher noise, the SIFT algorithm extracts a large number of feature points, which affects the accuracy and speed of matching. In this study, based on structural information-based image matching algorithm called SKM, the RTV algorithm is used to extract the information structure of the image, and the texture noise in the image is effectively removed. After denoising, the SIFT algorithm is used to extract feature points for matching. Finally, RANSAC algorithm is used to screen matching points to improve the accuracy. The transformation matrix H obtained by SKM algorithm acts on the original image to complete image mosaic.
文章编号: 中图分类号: 文献标志码:
基金项目:
Author Name | Affiliation | |
HAN Wei-Dong | College of Sciences, Northeastern University, Shenyang 110004, China | 1206373573@qq.com |
MIN Shi-Tong | College of Sciences, Northeastern University, Shenyang 110004, China |
Author Name | Affiliation | |
HAN Wei-Dong | College of Sciences, Northeastern University, Shenyang 110004, China | 1206373573@qq.com |
MIN Shi-Tong | College of Sciences, Northeastern University, Shenyang 110004, China |
引用文本:
韩伟东,闵士桐.基于结构信息的图像拼接算法.计算机系统应用,2019,28(10):120-129
HAN Wei-Dong,MIN Shi-Tong.Image Stitching Algorithm Based on Structural Information.COMPUTER SYSTEMS APPLICATIONS,2019,28(10):120-129
韩伟东,闵士桐.基于结构信息的图像拼接算法.计算机系统应用,2019,28(10):120-129
HAN Wei-Dong,MIN Shi-Tong.Image Stitching Algorithm Based on Structural Information.COMPUTER SYSTEMS APPLICATIONS,2019,28(10):120-129