Title :
Using optical defocus to denoise
Author :
Shan, Qi ; Jia, Jiaya ; Kang, Sing Bing ; Qin, Zenglu
Author_Institution :
Univ. of Washington, Seattle, WA, USA
Abstract :
Effective reduction of noise is generally difficult because of the possible tight coupling of noise with high-frequency image structure. The problem is worse under low-light conditions. In this paper, we propose slightly optically defocusing the image in order to loosen this noise-image structure coupling. This allows us to more effectively reduce noise and subsequently restore the small defocus. We analytically show how this is possible, and demonstrate our technique on a number of examples that include low-light images.
Keywords :
image denoising; interference suppression; optical focusing; high-frequency image structure; image denoising; noise reduction; noise-image structure coupling; optically defocusing; Cameras; Filtering; ISO; Image analysis; Image restoration; Layout; Noise reduction; Optical coupling; Optical noise; Optical sensors;
Conference_Titel :
Computer Vision and Pattern Recognition (CVPR), 2010 IEEE Conference on
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4244-6984-0
DOI :
10.1109/CVPR.2010.5540164