Title :
A modified hybrid DWT-SVD image-coding system (HDWTSVD) for monochromatic images
Author :
Ochoa, Humberto ; Rao, K.R.
Author_Institution :
Texas Univ., Arlington, TX, USA
Abstract :
In this paper, we propose a modification of the HDWTSVD system to encode monochromatic images. The modification was carried out in the SVD encoder, where the eigenvalues and eigenvectors are scalar and vector quantized respectively. If the MSE of the first three eigenvectors, with respect to the codevectors in the codebooks, is greater than a threshold then, the eigenvectors are scalar quantized and sent, otherwise the indices of the codevectors are sent. The remaining eigenvectors are quantized using small codebooks. Results show that the algorithm performs well for bitrates above and below 1 bpp.
Keywords :
discrete wavelet transforms; eigenvalues and eigenfunctions; image coding; mean square error methods; singular value decomposition; transform coding; vector quantisation; HC-RIOT; MSE; SVD encoder; bitrate; codebook; codevector; discrete wavelet; eigenvalue; eigenvector; hybrid DWT-SVD image-coding system; mean square error; monochromatic image encoding; scalar quantization; singular value decomposition; vector quantization; Bandwidth; Discrete wavelet transforms; Eigenvalues and eigenfunctions; Filter bank; Image coding; Image storage; Matrix decomposition; Signal processing algorithms; Singular value decomposition; Vector quantization;
Conference_Titel :
Video/Image Processing and Multimedia Communications, 2003. 4th EURASIP Conference focused on
Print_ISBN :
953-184-054-7
DOI :
10.1109/VIPMC.2003.1220482