鱼眼相机畸变校正方法综述

Jian Xu, De-Wei Han, Kang Li, Jun-Jie Li, Zhao-Yuan Ma
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摘要

鱼眼相机具有独特的宽视场和其他特性,已在各个领域得到广泛应用。然而,与针孔摄像机相比,鱼眼摄像机存在明显的失真,导致拍摄物体的图像失真。鱼眼相机失真是数字图像处理中的一个常见问题,需要有效的校正技术来提高图像质量。本综述全面概述了用于鱼眼相机畸变校正的各种方法。此外,文章还讨论了全景映射、网格映射、直接方法和基于深度学习的方法等替代方法。综述重点介绍了每种方法的优势、局限性和最新进展,使读者能够根据自己的具体需求做出明智的决定。
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A Comprehensive Overview of Fish-Eye Camera Distortion Correction Methods
The fisheye camera, with its unique wide field of view and other characteristics, has found extensive applications in various fields. However, the fisheye camera suffers from significant distortion compared to pinhole cameras, resulting in distorted images of captured objects. Fish-eye camera distortion is a common issue in digital image processing, requiring effective correction techniques to enhance image quality. This review provides a comprehensive overview of various methods used for fish-eye camera distortion correction. The article explores the polynomial distortion model, which utilizes polynomial functions to model and correct radial distortions. Additionally, alternative approaches such as panorama mapping, grid mapping, direct methods, and deep learning-based methods are discussed. The review highlights the advantages, limitations, and recent advancements of each method, enabling readers to make informed decisions based on their specific needs.
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