Color correction pipeline optimization for digital cameras

被引:30
|
作者
Bianco, Simone [1 ]
Bruna, Arcangelo R. [2 ]
Naccari, Filippo [2 ]
Schettini, Raimondo [1 ]
机构
[1] Univ Milano Bicocca, Dept Informat Syst & Commun, I-20126 Milan, Italy
[2] STMicroelectronics, AST Adv Syst Technol, Catania Lab, Catania, Italy
关键词
ILLUMINANT ESTIMATION;
D O I
10.1117/1.JEI.22.2.023014
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The processing pipeline of a digital camera converts the RAW image acquired by the sensor to a representation of the original scene that should be as faithful as possible. There are mainly two modules responsible for the color-rendering accuracy of a digital camera: the former is the illuminant estimation and correction module, and the latter is the color matrix transformation aimed to adapt the color response of the sensor to a standard color space. These two modules together form what may be called the color correction pipeline. We design and test new color correction pipelines that exploit different illuminant estimation and correction algorithms that are tuned and automatically selected on the basis of the image content. Since the illuminant estimation is an ill-posed problem, illuminant correction is not error-free. An adaptive color matrix transformation module is optimized, taking into account the behavior of the first module in order to alleviate the amplification of color errors. The proposed pipelines are tested on a publicly available dataset of RAW images. Experimental results show that exploiting the cross-talks between the modules of the pipeline can lead to a higher color-rendition accuracy. (c) The Authors. Published by SPIE under a Creative Commons Attribution 3.0 Unported License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including its DOI.
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页数:10
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