Color Matching Images With Unknown Non-Linear Encodings

被引:9
作者
Rodriguez, Raquel Gil [1 ,2 ]
Vazquez-Corral, Javier [1 ]
Bertalmio, Marcelo [1 ]
机构
[1] Univ Pompeu Fabra, Dept Tecnol Informacio & Comunicac, Barcelona 08002, Spain
[2] Justus Liebig Univ, Dept Psychol, D-35394 Giessen, Germany
关键词
Color stabilization; color matching; logarithmic encoded images; gamma-corrected images; HDR encoding; PQ; HLG; SCENE;
D O I
10.1109/TIP.2020.2968766
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a color matching method that deals with different non-linear encodings. In particular, given two different views of the same scene taken by two cameras with unknown settings and internal parameters, and encoded with unknown non-linear curves, our method is able to correct the colors of one of the images making it look as if it was captured under the other camera's settings. Our method is based on treating the in-camera color processing pipeline as a concatenation of a matrix multiplication on the linear image followed by a non-linearity. This allows us to model a color stabilization transformation among the two shots by estimating a single matrix -that will contain information from both of the original images- and an extra parameter that complies with the non-linearity. The method is fast and the results have no spurious colors. It outperforms the state-of-the-art both visually and according to several metrics, and can handle HDR encodings and very challenging real-life examples.
引用
收藏
页码:4435 / 4444
页数:10
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