Title :
A low bit-rate 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 new low bitrate algorithm to encode monochromatic images that combines DWT and SVD techniques. At the encoder side, the input image is divided into blocks (tiles) of 64×64 pixels. A criterion based on the average standard deviation of 8×8 subblocks is used to choose DWT or SVD. If the tile exhibits a high average standard deviation, it is compressed by using SVD otherwise by DWT. Eigenvalues and eigenvectors are scalar and vector quantized respectively. The Daubechies 9/7 filter bank factored into lifting steps is used for the DWT. The maximum number of levels of subband decomposition for each tile is 3. Each subband is coded using the homogeneous connected-region interested ordered transmission (HC-RIOT). At the decoder side, the header of each compressed tile is read and the information is sent to the HC-RIOT decoder or to the inverse quantization, in order to recover the tile. This new algorithm is applied to image coding and its performance is discussed.
Keywords :
discrete wavelet transforms; eigenvalues and eigenfunctions; image coding; image reconstruction; singular value decomposition; 4096 pixel; 64 pixel; Daubechies filter bank; HC-RIOT decoder; HDWTSVD; block image division; compressed tile header; discrete wavelet transforms; eigenvalue scalar quantization; eigenvector vector quantization; encoder; homogeneous connected-region interested ordered transmission; hybrid DWT-SVD image-coding system; image compression; inverse quantization; lifting step factorization; low bit-rate image-coding system; monochromatic images; singular value decomposition; subblocks average standard deviation; tile image division; tile subband decomposition levels; Bit rate; Decoding; Discrete wavelet transforms; Eigenvalues and eigenfunctions; Filter bank; Image coding; Image storage; Partitioning algorithms; Signal processing algorithms; Tiles;
Conference_Titel :
Circuits and Systems, 2003. ISCAS '03. Proceedings of the 2003 International Symposium on
Print_ISBN :
0-7803-7761-3
DOI :
10.1109/ISCAS.2003.1206012