A method of embedding a high-resolution image into a large field-of-view image

被引:0
|
作者
Yanmei Dong [1 ]
Mingtao Pei [2 ]
Yunde Jia [2 ]
机构
[1] Guangxi University of Science and Technology,Key Laboratory of Intelligent Information Processing and Graph Processing, Tus College of Digit
[2] Beijing Institute of Technology,Beijing Laboratory of Intelligent Information Technology, School of Computer Science
关键词
Image resolution; Image embedding; Image alignment; Large field-of-view image; High-resolution image;
D O I
10.1007/s11042-024-19462-8
中图分类号
学科分类号
摘要
Images captured by wide-angle cameras or fisheye cameras are with large Field-of-View (FOV) but low resolution, while images captured by conventional cameras are with high-resolution but limited FOV. To handle this contradiction, in this paper, we propose to improve the resolution of a large FOV image by embedding a high-resolution image into it. We present an image embedding method based on non-rigid transformations and mesh optimization. Without any radial distortion correction on large FOV images, we utilize non-rigid transformations to model the mathematical transformation relationship between the high-resolution image and the large FOV image. Meanwhile, we exploit mesh optimization to generate evenly distributed control points for maintaining the shape and content of the large FOV image. To verify the effectiveness of the proposed method, we capture some image pairs from a conventional camera and a large FOV camera, and exploit several classic image alignment methods to implement four baseline methods. The experimental results show that our method preserves the shape and content of the original FOV image from 58% to 82%, which significantly outperforms all baseline methods. The results indicate that the proposed method can effectively embed a high-resolution image into a large FOV image as well as preserve the shape and content of the large FOV image. In other words, the resolution of a large FOV image can be improved via high-resolution image embedding.
引用
收藏
页码:13037 / 13056
页数:19
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