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.
引用
收藏
页数:10
相关论文
共 50 条
  • [41] Designing method for tone and color reproducibility of digital still cameras and digital prints
    Yamashita, H
    [J]. COLOR IMAGING: DEVICE-INDEPENDENT COLOR, COLOR HARDCOPY, AND GRAPHIC ARTS IV, 1998, 3648 : 424 - 431
  • [42] Saturation avoidance color correction for digital color images
    Mohd Naim Mohd Jain Noordin
    Nor Ashidi Mat Isa
    Wei Hong Lim
    [J]. Multimedia Tools and Applications, 2017, 76 : 10279 - 10312
  • [43] Saturation avoidance color correction for digital color images
    Noordin, Mohd Naim Mohd Jain
    Isa, Nor Ashidi Mat
    Lim, Wei Hong
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (07) : 10279 - 10312
  • [44] Capturing Accurate Colors Underwater With Consumer Digital Cameras COTS Digital Cameras Combined With Spectrometers Aid Color Capture
    Akkaynak, Derya
    Hanlon, Roger T.
    [J]. SEA TECHNOLOGY, 2012, 53 (12) : 10 - +
  • [45] Automatic Color Profiling of Digital Cameras Using Unordered Photos
    Koelzer, Konrad
    Mueller, Stefan
    Grimm, Paul
    [J]. PATTERN RECOGNITION AND IMAGE ANALYSIS, IBPRIA 2013, 2013, 7887 : 157 - 164
  • [46] Accurate spectral response measurement system for digital color cameras
    Chang, Gao-Wei
    Yeh, Zong-Mu
    [J]. COLOR IMAGING XII: PROCESSING, HARDCOPY, AND APPLICATIONS, 2007, 6493
  • [47] Measurement of of Color Differences of Digital Cameras from Natural Images
    Nuutinen, Mikko
    Oittinen, Pirkko
    [J]. PROCEEDINGS OF THE 7TH INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS (ISPA 2011), 2011, : 224 - 229
  • [48] Calibration methods for measuring the color of moist soils with digital cameras
    Kirillova, N. P.
    Zhang, Y.
    Hartemink, A. E.
    Zhulidova, D. A.
    Artemyeva, Z. S.
    Khomyakov, D. M.
    [J]. CATENA, 2021, 202
  • [49] A new color image zooming technique for digital still cameras
    Lukac, R
    Plataniotis, KN
    Smolka, B
    Hatzinakos, D
    [J]. CGIV 2004: SECOND EUROPEAN CONFERENCE ON COLOR IN GRAPHICS, IMAGING, AND VISION - CONFERENCE PROCEEDINGS, 2004, : 515 - 519
  • [50] Color segmentation as an aid to white balancing for digital still cameras
    Cooper, T
    [J]. COLOR IMAGING: DEVICE-INDEPENDENT COLOR, COLOR HARDCOPY, AND GRAPHIC ARTS VI, 2001, 4300 : 164 - 171