Blind Correction of Lateral Chromatic Aberration in Raw Bayer Data

被引:2
|
作者
Petersson, Stefan [1 ]
Grahn, HAkan [1 ]
Rasmusson, Jim [2 ]
机构
[1] Blekinge Inst Technol, Dept Comp Sci, S-37179 Karlskrona, Sweden
[2] Sony Mobile Commun AB, S-22188 Lund, Sweden
关键词
Image color analysis; Cameras; Lenses; Optics; Color; Interpolation; Image edge detection; Chromatic aberration; structural instability; image enhancement; blind correction; GPGPU; TRANSMISSION ELECTRON-MICROSCOPY; COLOR DEMOSAICKING; ATOMIC-RESOLUTION; MODEL;
D O I
10.1109/ACCESS.2021.3096201
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Chromatic aberration is an error that occurs in color images due to the fact that camera lenses refract the light of different wavelengths in different angles. The common approach today to correct the error is to use a lookup table for each camera-lens combination, e.g., as in Adobe PhotoShop Lightroom or DxO Optics Pro. In this paper, we propose a method that corrects the chromatic aberration error without any priot knowledge of the camera-lens combination, and does the correction already on the bayer data, i.e., before the Raw image data is interpolated to an RGB image. We evaluate our method in comparison to DxO Optics Pro, a state-of-the-art tool based on lookup tables, using 25 test images and the variance of the color differences (VCD) metric. The results show that our blind method has a similar error correction performance as DxO Optics Pro, but without prior knowledge of the camera-lens setup.
引用
收藏
页码:99455 / 99466
页数:12
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