Title :
High performance impulse detector using anisotropic diffusion
Author :
Miura, Sho ; Tsuji, Hiroyuki ; Kimura, Tomoaki ; Tokumasu, Shinji
Author_Institution :
Dept. of Inf. & Comput. Sci., Kanagawa Inst. of Technol., Atsugi, Japan
Abstract :
Since switching schemes for removing impulse noise detect the positions of pixels corrupted by impulse noise and selectively only filter out corrupted pixels, the restored image quality can be significantly improved compared with conventional median filters. However, when some impulses cannot be detected with impulse detectors, they remain behind, and may adversely degrade subjective image quality. To solve this problem, we propose a high-performance impulse detector based on anisotropic diffusion that smoothes out the details of images while preserving impulses, so that no impulses are left undetected. The experimental results revealed that the proposed approach could effectively improving objective and subjective image quality, especially when images were seriously corrupted with constant or randomly valued impulses.
Keywords :
image denoising; image restoration; impulse noise; median filters; smoothing methods; anisotropic diffusion; corrupted pixels; image smoothing; impulse detector; impulse noise; median filters; restored image quality; switching schemes; Boats; Bridges; Robustness; anisotropic diffusion; impulse detector; impulse noise removal; pixel-wise MAD; switching scheme;
Conference_Titel :
Systems Man and Cybernetics (SMC), 2010 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-6586-6
DOI :
10.1109/ICSMC.2010.5641903