Image-based correction of radial distortion and vignetting via phase and entropy optimization

Radial distortion and vignetting degrade image geometry and brightness uniformity in camera systems. This paper presents two correction methods: a phase-shift-based algorithm for radial distortion and an entropy-minimizing simulated annealing approach for vignetting. The latter models radial brightness attenuation using a polynomial function and optimizes parameters by minimizing image intensity entropy. Both simulation and experimental results verify the effectiveness of the proposed methods. Compared to Zhang's method [IEEE Trans. Pattern Anal. Mach. Intell.22, 1330 (2000)ITPIDJ0162-882810.1109/34.888718], our radial correction reduces peripheral distortion, and vignetting correction achieves the highest PSNR (50.24 dB) and SSIM (0.9978), reducing measurement error from 0.003 to 0.001 mm in bearing inspection. The proposed approach improves image quality and supports more reliable measurements in industrial imaging tasks.

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Publication Details

Journal
Applied Optics
Published
2025-10-28
DOI
https://doi.org/10.1364/ao.574939
Primary Topic
Optical measurement and interference techniques
Type
article
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article

Image-based correction of radial distortion and vignetting via phase and entropy optimization

Wenhui Liu, Lei Wang
Applied Optics
Optical measurement and interference techniques
article

Image-based correction of radial distortion and vignetting via phase and entropy optimization

Wenhui Liu, Lei Wang
article en

Abstract

Radial distortion and vignetting degrade image geometry and brightness uniformity in camera systems. This paper presents two correction methods: a phase-shift-based algorithm for radial distortion and an entropy-minimizing simulated annealing approach for vignetting. The latter models radial brightness attenuation using a polynomial function and optimizes parameters by minimizing image intensity entropy. Both simulation and experimental results verify the effectiveness of the proposed methods. Compared to Zhang's method [IEEE Trans. Pattern Anal. Mach. Intell.22, 1330 (2000)ITPIDJ0162-882810.1109/34.888718], our radial correction reduces peripheral distortion, and vignetting correction achieves the highest PSNR (50.24 dB) and SSIM (0.9978), reducing measurement error from 0.003 to 0.001 mm in bearing inspection. The proposed approach improves image quality and supports more reliable measurements in industrial imaging tasks.

Applied OpticsVol. 64(33)
Harbin Institute of Technology (CN), University of Warwick (GB)
Openalex Percentile: Top 69%
Optical measurement and interference techniques
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