Title :
Fast motion estimation for wavelet-based video coding
Author :
Wong, Kai-Yin ; Siu, Wan-chi ; Hui, Ko-Cheung
Author_Institution :
Dept. of Electron. & Inf. Eng., Hong Kong Polytech., Kowloon, China
Abstract :
Multi-resolution motion estimation (MRME) has to be done in the wavelet domain for wavelet-based video coding. MRME tries to use the motion vectors obtained in the highest resolution level as an initial estimate and performs refinement in the remaining subbands in the lower levels. Based on a simple analysis, we have found that the pixel matching errors with similar magnitudes tend to appear in clusters for natural video sequences in the spatial domain and wavelet domain. In this paper, we report that the clustering property also exists in the wavelet domain which can significantly improve the efficiency of the partial distortion search (PDS) algorithm. This clustering characteristic appears in the hierarchical structure of the wavelet pyramid. A new wavelet based motion estimation technique is proposed, which makes use of the hierarchical structure of the wavelet pyramid into a new clustered pixel matching error partial distortion search (CPME-PDS). The computational time can be reduced substantially. This proposed algorithm is suitable for multi-resolution applications including DTV, HDTV and mobile videos standards.
Keywords :
discrete wavelet transforms; motion estimation; video coding; CPME-PDS; DTV; DWT; HDTV; MRME; clustered pixel matching errors; fast motion estimation; highest resolution level motion vectors; mobile videos standards; multiresolution motion estimation; natural video sequences; partial distortion search algorithm; spatial domain clusters; wavelet domain clusters; wavelet pyramid hierarchical structure; wavelet-based video coding; Clustering algorithms; Discrete cosine transforms; Discrete wavelet transforms; Frequency; Motion estimation; Signal processing algorithms; Video coding; Video sequences; Video signal processing; Wavelet domain;
Conference_Titel :
Intelligent Multimedia, Video and Speech Processing, 2004. Proceedings of 2004 International Symposium on
Print_ISBN :
0-7803-8687-6
DOI :
10.1109/ISIMP.2004.1434084