DocumentCode :
3183664
Title :
Modified Wiener filter for multi-frame restoration of blurred and noisy images
Author :
Hadhoud, Mohiy M. ; Dessouky, Moawad I M ; Saad, E.M. ; Abbas, A.M.
Author_Institution :
Fac. of Electron. Eng., Menoufia Univ., Egypt
Volume :
1
fYear :
2001
fDate :
2001
Firstpage :
259
Abstract :
This paper proposes the use of a modified Wiener digital restoration technique for multi-frame image sequences that are degraded by both blur and noise. The proposed multichannel Wiener restoration filter accounts for both intra-frame (spatial) and inter-frame (temporal) correlation. A modified cross-correlation formula between consecutive frames, which directly utilizes the power, and cross power spectra of the frames is derived and implemented in a multi-frame Wiener filter. Our modification estimates the motion vectors (horizontal & vertical) between consecutive frames (using a three-step method) then uses it in the formula for restoration. The simulation performed verified that the multi-frame restoration algorithm that uses the information contained in other frames (cross-correlation and motion vectors) in restoration gives a better result than processing the frame independently for restoration
Keywords :
Wiener filters; correlation methods; filtering theory; image restoration; image sequences; motion estimation; noise; spectral analysis; blurred images; cross power spectra; cross-correlation; inter-frame correlation; intra-frame correlation; modified Wiener digital restoration; modified Wiener filter; modified cross-correlation formula; motion vector estimation; multi-frame Wiener filter; multi-frame image restoration; multi-frame image sequences; multichannel Wiener restoration filter; noisy images; simulation; spatial correlation; temporal correlation; three-step method; Aircraft; Cameras; Degradation; Focusing; Image restoration; Image sequences; Monitoring; Robot vision systems; Service robots; Wiener filter;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Radio Science Conference, 2001. NRSC 2001. Proceedings of the Eighteenth National
Conference_Location :
Mansoura
Print_ISBN :
977-5031-68-0
Type :
conf
DOI :
10.1109/NRSC.2001.929232
Filename :
929232
Link To Document :
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