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陶瓷雕塑艺术品提取与图像再现的系统研究

A Systematic Study on the Extraction and Image Reproduction of Ceramic Sculpture Artworks.

作者信息

Wang Yuhong

机构信息

Anhui University of Architecture, Hefei, Anhui 230601, China.

出版信息

Int J Anal Chem. 2022 Aug 27;2022:6752589. doi: 10.1155/2022/6752589. eCollection 2022.

Abstract

In order to solve the research on the extraction of ceramic sculpture artwork patterns, and, in the process of image reproduction, the problem of too few feature points in the object image, the author proposes an image stitching algorithm that combines SIFT and MSER algorithms. After comprehensively analyzing the principles, advantages, and disadvantages of the current main image stitching methods, in terms of feature matching, based on the K-D tree search algorithm, the improved BBF algorithm is used to improve the search efficiency of feature points. In order to remove the possible cracks in the stitching process, an improved multiband fusion algorithm is used to seamlessly stitch the registered images. The results show that the feature points detected by the one-dimensional normal distribution algorithm are on average 0.1%, 0.5%, 1.7%, 4.4%, and 9.2%. The algorithm combining SIFT and MSER to extract feature points can reach 3.6%, 4.6%, 8.4%, 15%, and 19.1%. The experimental results show that the algorithm proposed by the author can extract more image feature points to facilitate later image registration. The image blur phenomenon in the original image fusion algorithm is solved, and a complete and clear two-dimensional plane pattern is finally obtained.

摘要

为了解决陶瓷雕塑艺术品图案提取的研究问题,以及在图像再现过程中物体图像特征点过少的问题,作者提出了一种结合SIFT和MSER算法的图像拼接算法。在综合分析当前主要图像拼接方法的原理、优缺点后,在特征匹配方面,基于K-D树搜索算法,采用改进的BBF算法提高特征点的搜索效率。为了消除拼接过程中可能出现的裂缝,采用改进的多波段融合算法对配准后的图像进行无缝拼接。结果表明,一维正态分布算法检测到的特征点平均分别为0.1%、0.5%、1.7%、4.4%和9.2%。结合SIFT和MSER提取特征点的算法可达3.6%、4.6%、8.4%、15%和19.1%。实验结果表明,作者提出的算法能够提取更多的图像特征点,便于后期的图像配准。解决了原图像融合算法中的图像模糊现象,最终得到了完整清晰的二维平面图案。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/798d/9440814/251c7302b1ec/IJAC2022-6752589.001.jpg

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