Title page for ETD etd-03262008-121043


Type of Document Master's Thesis
Author Appia, Vikram V
Author's Email Address vikram.appia@gatech.edu
URN etd-03262008-121043
Title A COLOR FILTER ARRAY INTERPOLATION METHOD FOR DIGITAL CAMERAS USING ALIAS CANCELLATION
Degree Master of Science
Department Electrical and Computer Engineering
Advisory Committee
Advisor Name Title
Russell Mersereau Committee Chair
Anthony J. Yezzi Committee Member
Yucel Altunbasak Committee Member
Keywords
  • demosaicking
  • bayer array
  • projection onto convex sets
  • cfa interpolation
  • color filter array interpolation
  • adaptive homogeneity
  • alias cancellation
Date of Defense 2008-03-26
Availability unrestricted
Abstract
To reduce cost, many digital cameras use a single sensor array instead of using

three arrays for the red, green and blue. Thus at each pixel location only the red,

green or blue intensity value is available. And to generate a complete color image,

the camera must estimate the missing two values at each pixel location .Color filter

arrays are used to capture only one portion of the spectrum (Red, Green or Blue) at

each location. Various arrangements of the Color Filter Array (CFA) are possible, but

the Bayer array is the most commonly used arrangement and we will deal exclusively

with the Bayer array in this thesis.

Since each of the three colors channels are effectively downsampled, it leads to

aliasing artifacts. This thesis will analyze the effects of aliasing in the frequency-

domain and present a method to reduce the deterioration in image quality due to

aliasing artifacts.

Two reference algorithms, AH-POCS (Adams and Hamilton - Projection Onto

Convex Sets) and Adaptive Homogeneity-Directed interpolation, are discussed in de-

tail. Both algorithms use the assumption that there is high correlation in the high-

frequency regions to reduce aliasing. AH-POCS uses alias cancellation technique to

reduce aliasing in the red and blue images, while the Adaptive Homogeneity-Directed

interpolation algorithm is an edge-directed algorithm. We present here an algorithm

that combines these two techniques and provides a better result on average when

compared to the reference algorithms.

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