TY - JOUR
T1 - Multiple wavelet basis image denoising using Besov ball projections
AU - Choi, Hyeokho
AU - Baraniuk, Richard G.
N1 - Funding Information:
Manuscript received August 13, 2003; revised January 19, 2004. This work was supported by NSF Grants MIP-9457438 and CCR-9973188, ONR Grant N00014-02-1-0353, DARPA/AFOSR Grants F49620-97-1-0513 & F49620-01-1-0378, and the Texas Instruments Leadership University Program. The associate editor coordinating the review of this manuscript and approving it for publication was Dr. Paulo Goncalves.
PY - 2004/9
Y1 - 2004/9
N2 - We propose a new image denoising algorithm that exploits an image's representation in multiple wavelet domains. Besov balls are convex sets of images whose Besov norms are bounded from above by their radii. Projecting an image onto a Besov ball of proper radius corresponds to a type of wavelet shrinkage for image denoising. By defining Besov balls in multiple wavelet domains and projecting onto their intersection using the projection onto convex sets (POCS) algorithm, we obtain an estimate that effectively combines estimates from multiple wavelet domains. While simple, the algorithm provides significant improvement over conventional wavelet shrinkage algorithms based on a single wavelet domain.
AB - We propose a new image denoising algorithm that exploits an image's representation in multiple wavelet domains. Besov balls are convex sets of images whose Besov norms are bounded from above by their radii. Projecting an image onto a Besov ball of proper radius corresponds to a type of wavelet shrinkage for image denoising. By defining Besov balls in multiple wavelet domains and projecting onto their intersection using the projection onto convex sets (POCS) algorithm, we obtain an estimate that effectively combines estimates from multiple wavelet domains. While simple, the algorithm provides significant improvement over conventional wavelet shrinkage algorithms based on a single wavelet domain.
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U2 - 10.1109/LSP.2004.833493
DO - 10.1109/LSP.2004.833493
M3 - Article
AN - SCOPUS:4444382791
VL - 11
SP - 717
EP - 720
JO - IEEE Signal Processing Letters
JF - IEEE Signal Processing Letters
SN - 1070-9908
IS - 9
ER -