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 usingthree 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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