DocumentCode :
1274723
Title :
Subpixel shift estimation in noisy image using a wiener filtered local region
Author :
Ha, Ho-Gun ; Jang, In-Su ; Ha, Yeong-Ho
Author_Institution :
Sch. of Electron. Eng., Kyungpook Nat. Univ., Taegu, South Korea
Volume :
57
Issue :
2
fYear :
2011
fDate :
5/1/2011 12:00:00 AM
Firstpage :
623
Lastpage :
630
Abstract :
Image registration is a fundamental technique in image processing that requires a precise shift estimation with subpixel accuracy. However, when an image is affected by noise, aliasing, or other artifacts, this increases the estimation error. Accordingly, a novel accurate subpixel shift estimation method is proposed for the registration of noisy images. In the proposed method, instead of using the whole noisy image, a local region is selected based on analyzing the gradient and distribution of the frequency component in the vicinity of a corner. Next, an adaptive Wiener filter, where the window size is varied depending on the property of the local region, is applied to suppress remaining noise. Finally, an iterative phase correlation of the selected local region is performed within a restricted range using a coarse to fine method. In experiments, the proposed method provides a higher estimation accuracy than other methods. Plus, when applying the proposed method to the registration of super resolution, an enhanced edge sharpness is seen in the resulting images.
Keywords :
Wiener filters; adaptive filters; correlation methods; edge detection; estimation theory; image denoising; image enhancement; image registration; image resolution; iterative methods; adaptive Wiener filter local region; distribution analysis; estimation error; frequency component; gradient analysis; image edge sharpness enhancement; image processing; image resolution; iterative phase correlation; noise suppression; noisy image registration; subpixel shift estimation method; Correlation; Estimation; Fourier transforms; Noise; Noise measurement; Pixel; Wiener filter; Subpixel registration; phase correlation; super resolution;
fLanguage :
English
Journal_Title :
Consumer Electronics, IEEE Transactions on
Publisher :
ieee
ISSN :
0098-3063
Type :
jour
DOI :
10.1109/TCE.2011.5955200
Filename :
5955200
Link To Document :
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