Title :
Applying the CDHS to Improve the MAP-Based Algorithm in Super Resolution Reconstruction from Sequences
Author :
Chen, Hsi-Kuan ; Chen, Chin-Hsing ; Wang, Shih-Jen
Author_Institution :
Nat. Cheng Kung Univ., Tainan
Abstract :
Based on the Huber-Markov random field (HMRF), this paper adopts the cross-diamond-hexagonal search (CDHS) blocking-matching algorithm to promote the speed of motion estimation in the maximum a posteriori (MAP)-based super resolution (SR) reconstruction. A block-wised motion vector selection (MVS) strategy is proposed to eliminate the unqualified motion vectors due to occlusion occurred in motion estimation so as to strengthen the reliability of the suboptimal solutions and get a better reconstruction. The experimental results show that the proposed algorithm can save about 2/3 computation time while provides the same reconstruction quality compared to that adopting the full search (FS) blocking-matching algorithm.
Keywords :
Markov processes; image reconstruction; image sequences; motion estimation; Huber-Markov random field; block-wised motion vector selection strategy; cross-diamond-hexagonal search blocking-matching algorithm; motion estimation; super resolution reconstruction; unqualified motion vectors; Additive noise; Frequency domain analysis; Gaussian noise; Image reconstruction; Image restoration; Motion estimation; Satellites; Spatial resolution; Strontium; Video sequences;
Conference_Titel :
Intelligent Information Hiding and Multimedia Signal Processing, 2007. IIHMSP 2007. Third International Conference on
Conference_Location :
Kaohsiung
Print_ISBN :
978-0-7695-2994-1
DOI :
10.1109/IIHMSP.2007.4457757