DocumentCode
239760
Title
Image deblurring using a pyramid-based Richardson-Lucy algorithm
Author
Jian-Jiun Ding ; Wei-De Chang ; Yu Chen ; Szu-Wei Fu ; Chir-Weei Chang ; Chuan-Chung Chang
Author_Institution
Grad. Instn. of Commun. Eng., Nat. Taiwan Univ., Taipei, Taiwan
fYear
2014
fDate
20-23 Aug. 2014
Firstpage
204
Lastpage
209
Abstract
In image deblurring, it is important to reconstruct images with small error, high perception quality, and less computational time. In this paper, a blurred image reconstruction algorithm, which is a combination of the Richardson-Lucy (RL) deconvolution approach and a pyramid structure, is proposed. The RL approach has good performance in image reconstruction. However, it requires an iterative process, which costs a lot of computation time, and the reconstructed image may suffer from a ringing effect. In the proposed algorithm, we decompose a blurred image from a coarse scale to a fine scale and progressively utilize the RL approach with different number of iterations for each scale. Since the number of iterations is smaller for the large scale part, the computation time can be reduced and the ringing effect caused from details can be avoided. Simulation results show that our proposed algorithm requires less computation time and has good performance in blurred image reconstruction.
Keywords
computational complexity; deconvolution; image reconstruction; image restoration; iterative methods; RL deconvolution approach; Richardson-Lucy algorithm; blurred image reconstruction algorithm; computation time; image deblurring; iterative process; pyramid structure; ringing effect; Deconvolution; Image edge detection; Image reconstruction; Image restoration; Noise; Signal processing algorithms; Wiener filters; Richardson-Lucy algorithm; blurred image reconstruction; deblurring; point spread function; pyramid structure;
fLanguage
English
Publisher
ieee
Conference_Titel
Digital Signal Processing (DSP), 2014 19th International Conference on
Conference_Location
Hong Kong
Type
conf
DOI
10.1109/ICDSP.2014.6900829
Filename
6900829
Link To Document