Arithmetic coded vector SPIHT with classified tree-multistage VQ for color image coding

A vector extension of the set partitioning in hierarchical trees (SPIHT) algorithm, named vector-SPIHT (VSPIHT), using trained classified successive refinement VQ, has recently been proposed. In this work, vector set-partitioning is applied to multispectral image compression, in particular to 24-bit color images. Since the individual spectral components are sufficiently correlated, VSPIHT can effectively exploit both the inter-component redundancy as well as the spatial redundancy within each subband of each component, to yield performance superior to separate scalar SPIHT coding of each component. Adaptive arithmetic coding of the first stage VQ index for each class, as well as the significance information, further improves the performance. Coding results demonstrate that the vector-based approach for color images significantly outperforms the scalar counterpart in the mean-squared-error sense.

[1]  Fabio Amato,et al.  Embedded zerotree wavelet coding of multispectral images , 1997, Proceedings of International Conference on Image Processing.

[2]  Michel Barlaud,et al.  Image coding using wavelet transform , 1992, IEEE Trans. Image Process..

[3]  Sanjit K. Mitra,et al.  Vector set partitioning with classified successive refinement VQ for embedded wavelet image and video coding , 1998, Proceedings of the 1998 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '98 (Cat. No.98CH36181).

[4]  Jerome M. Shapiro,et al.  Embedded image coding using zerotrees of wavelet coefficients , 1993, IEEE Trans. Signal Process..

[5]  Xiaobo Li,et al.  An improved lattice vector quantization scheme for wavelet compression , 1998, IEEE Trans. Signal Process..

[6]  Allen Gersho,et al.  Vector quantization and signal compression , 1991, The Kluwer international series in engineering and computer science.

[7]  Sanjit K. Mitra,et al.  Vector set partitioning with classified successive refinement VQ for embedded wavelet image coding , 1998, ISCAS '98. Proceedings of the 1998 IEEE International Symposium on Circuits and Systems (Cat. No.98CH36187).

[8]  Michael T. Orchard,et al.  Space-frequency quantization for wavelet image coding , 1996, Optics & Photonics.

[9]  Mohammed Ghanbari,et al.  A successive approximation vector quantizer for wavelet transform image coding , 1996, IEEE Trans. Image Process..

[10]  Sanjit K. Mitra,et al.  Vector set-partitioning with successive refinement Voronoi lattice VQ for embedded wavelet image coding , 1998, Proceedings 1998 International Conference on Image Processing. ICIP98 (Cat. No.98CB36269).

[11]  William A. Pearlman,et al.  A new, fast, and efficient image codec based on set partitioning in hierarchical trees , 1996, IEEE Trans. Circuits Syst. Video Technol..