Deep Learning on Image Stitching With Multi-viewpoint Images: A Survey

• Published in: Neural processing letters Vol. 55; no. 4; pp. 3863 - 3898
• Main Authors: Yan, Ni, Mei, Yupeng, Xu, Ling, Yu, Huihui, Sun, Boyang, Wang, Zimao, Chen, Yingyi
• Format: Journal Article
• Language: English
• Published: New York Springer US 01.08.2023; Springer Nature B.V
• Subjects: Algorithms; Arrays; Artificial Intelligence; Cameras; Complex Systems; Computational Intelligence; Computer Science; Datasets; Deep learning; Distortion; Image acquisition; Neural networks; Review; Stitching; Deep learning; Deep homography estimation; Image matching; Multi-viewpoint; Image stitching; Image fusion
• ISSN: 1370-4621; 1573-773X
• DOI: 10.1007/s11063-023-11226-z

Multi-viewpoint image stitching aims to stitch images taken from different viewpoints into pictures with a broader field of view. The stitched images are subject to artifacts, geometric distortion, and blur distortion due to the mismatch of feature points, inaccurate homography estimation, and impro...