Title :
Merge Coding of Atoms for Wavelet/Matching Pursuits Image Compression
Author :
Monro, D.M. ; Xiaopeng Wang ; Wei Huo ; Evans, Adrian N.
Author_Institution :
Dept. of Electron. & Electr. Eng., Bath Univ., UK
Abstract :
Improved coding of atoms in image compression by matching pursuits (MP) after a wavelet decomposition is achieved. The positions of atoms in the wavelet sub-bands are communicated by run length coding. The MERGE coding scheme replaces individual coding of any alphabet of symbols by dividing the symbols into groups and run length coding their positions. It is shown theoretically that the use of MERGE with an efficient run length coder approaches the theoretical entropy of an alphabet of symbols. The embedded nature of MERGE makes it a near-ideal coding scheme for the amplitudes of atoms. An additional layer of MERGE coding for the basis indices of atoms approaches the theoretical optimum and is superior to either separable or combined Huffman coding.
Keywords :
data compression; group codes; image coding; image matching; runlength codes; wavelet transforms; atoms MERGE coding; groups coding; image compression; matching pursuits; run length coding; wavelet decomposition; wavelet sub-bands; Atomic layer deposition; Codecs; Costs; Dictionaries; Encoding; Entropy; Huffman coding; Image coding; Matching pursuit algorithms; Wavelet transforms; Image coding; MERGE coding; Matching Pursuits; Wavelet transforms;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.366092