Title :
An Improved Adaptive Lifting Scheme Combining Gradient Operator for Image Coding
Author :
Zheng, Shaoyu ; Xu, Ru ; Xu, Fang ; Wang, Deqing
Author_Institution :
Key Lab. of Underwater Acoust. Commun. & Marine Inf. Technol., Minist. of Educ., Xiamen, China
Abstract :
In this paper, an improved adaptive update and adaptive prediction algorithm is put forward. The method makes full use of the correlation of neighboring pixels, which the approximation band and the detail bands obtained by a polyphase decomposition of an original image perform the proposed adaptive update step one by one, then the detail bands perform the adaptive prediction algorithm. The advantage of this method is its discrimination ability to use gradient operator for deciding the smooth areas and the discontinued areas, and choosing the different prediction filter according to the local characteristics. Simulation results show that the proposed lifting scheme algorithm generates lower entropy of high-frequency coefficients, lower energy of high-frequency coefficients and more zero values in wavelet transform domain, which makes it useful for digital image compression.
Keywords :
data compression; image coding; image resolution; wavelet transforms; adaptive lifting scheme; adaptive update-prediction algorithm; digital image compression; gradient operator; high-frequency coefficients; image coding; lifting scheme algorithm; polyphase decomposition; wavelet transform domain; Adaptive filters; Digital images; Entropy; Image coding; Information science; Information technology; Pixel; Prediction algorithms; Wavelet domain; Wavelet transforms;
Conference_Titel :
Information Science and Engineering (ICISE), 2009 1st International Conference on
Conference_Location :
Nanjing
Print_ISBN :
978-1-4244-4909-5
DOI :
10.1109/ICISE.2009.266