Research on Machine Vision Image Mosaic Algorithm for Multi-workpiece Cutting Platform

Long Xue,Yingyu Cao, Jinshan Huang, Jian Huang, Zhengyu Zhang, Lei Bai, Jianting Xi

Transactions on intelligent welding manufacturing(2020)

引用 0|浏览0
暂无评分
摘要
The cutter head parts of the tunnel boring machine (TBM) are of different sizes, and the cutting platform is of large size. The panoramic view of the cutting platform that meets the accuracy requirements through image stitching is a prerequisite for realizing the visual guidance of autonomous cutting. An image stitching algorithm is studied to reduce the complexity of the algorithm on the basis of ensuring the stitching precision. The ORB algorithm is selected to implement feature detection, and a series of strategies are adopted on this basis. The ROI region is extracted, and only the images in the region of interest are matched. Then, the feature detection, description and matching are performed by the ORB feature detection algorithm and Hamming distance. The feature points are purified by the RANSAC algorithm, and the transformation matrix H is calculated. Finally, the image fusion is carried out. The experimental results show that the ROI-based ORB image stitching algorithm satisfies the accuracy requirements of subsequent visual guidance.
更多
查看译文
关键词
machine,multi-workpiece
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要