• DocumentCode
    3577063
  • Title

    Trade-offs between color saturation and noise sensitivity in image sensors

  • Author

    Vora, Poorvi ; Herley, Cormac

  • Author_Institution
    Hewlett-Packard Labs., USA
  • Volume
    1
  • fYear
    1998
  • Firstpage
    196
  • Abstract
    A color correction matrix is usually used to transform the raw color image obtained from color image sensors to adjust for factors such as variations in illumination and deviations of the actual filter characteristics from the ideal. Color correction matrices that have high condition numbers can greatly amplify noise, while it can be difficult to achieve good color saturation with low condition number matrices. Noise can be a significant problem for digital camera images which have limited bit-depth. We explore the trade-off between noise reduction and color saturation analytically, and using digital camera images. We present an orthonormality criterion to define optimality with respect to noise sensitivity and color saturation in the case of signal-independent, orthogonal sensor measurement noise in each color channel
  • Keywords
    cameras; image colour analysis; image sensors; interference suppression; noise; optical filters; sensitivity analysis; color channel; color correction matrix; color saturation; digital camera images; filter characteristics; illumination; image sensors; noise reduction; noise sensitivity; orthonormality criterion; raw color image; signal-independent orthogonal sensor measurement noise; Colored noise; Digital cameras; Filters; Image analysis; Image color analysis; Image sensors; Lighting; Noise measurement; Noise reduction; Sensor phenomena and characterization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
  • Print_ISBN
    0-8186-8821-1
  • Type

    conf

  • DOI
    10.1109/ICIP.1998.723456
  • Filename
    723456