Single-Image Vignetting Correction Using Radial Gradient Symmetry Yuanjie Zheng1 Jingyi Yu1 Sing Bing Kang2 Stephen Lin3 Chandra Kambhamettu1 1 University of Delaware, Newark, DE, USA {zheng,yu,chandra}@eecis.udel.edu 2 Microsoft Research, Redmond, WA, USA
[email protected] 3 Microsoft Research Asia, Beijing, P.R. China
[email protected] Abstract lenge is to differentiate the global intensity variation of vi- gnetting from those caused by local texture and lighting. In this paper, we present a novel single-image vignetting Zheng et al.[25] treat intensity variation caused by texture method based on the symmetric distribution of the radial as “noise”; as such, they require some form of robust outlier gradient (RG). The radial gradient is the image gradient rejection in fitting the vignetting function. They also require along the radial direction with respect to the image center. segmentation and must explicitly account for local shading. We show that the RG distribution for natural images with- All these are susceptible to errors. out vignetting is generally symmetric. However, this dis- We are also interested in vignetting correction using a tribution is skewed by vignetting. We develop two variants single image. Our proposed approach is fundamentally dif- of this technique, both of which remove vignetting by min- ferent from Zheng et al.’s—we rely on the property of sym- imizing asymmetry of the RG distribution. Compared with metry of the radial gradient distribution. (By radial gradient, prior approaches to single-image vignetting correction, our we mean the gradient along the radial direction with respect method does not require segmentation and the results are to the image center.) We show that the radial gradient dis- generally better.