Title :
Dynamic region of interest extract method for JPEG2000 coding
Author :
ZhiWei, Yao ; Xiao, Xu
Author_Institution :
Chengdu Inst. of Comput. Applic., Chinese Acad. of Sci., Chengdu, China
Abstract :
Region of interest (ROI) coding has became a hot topic in the research of JPEG2000. By using the wavelet coefficients which produced in the process of discrete wavelet transform (DWT) in JPEG2000, this letter proposed a new method to get ROI dynamically. Based on scales of wavelet coefficients, this method uses hidden Markov Tree and Gauss mixture model (HMTGMM) to get the ROI. The training set is optimized to get more accurate classification. In order to satisfy this method, a new bitplane shift tactic is designed, called Partial Bitplanes Shift (PBShift), to instead of the standard method in JPEG2000. PBShift supports arbitrarily shaped ROI coding and allows that different wavelet subbands can have different ROI definitions. Our results demonstrate that these methods can get ROI with smooth boundary dynamically.
Keywords :
Gaussian processes; discrete wavelet transforms; feature extraction; hidden Markov models; image coding; Gauss mixture model; JPEG2000 coding; PBShift tactic; discrete wavelet transform; hidden Markov tree; partial bitplanes shift tactic; region-of-interest extraction method; shaped ROI coding; wavelet coefficients; Hidden Markov models; ISO standards; Image segmentation; Training; JPEG 2000; Partial Bitplanes Shift (PBShift); ROI; hidden Markov Tree(HMT);
Conference_Titel :
Computer and Communication Technologies in Agriculture Engineering (CCTAE), 2010 International Conference On
Conference_Location :
Chengdu
Print_ISBN :
978-1-4244-6944-4
DOI :
10.1109/CCTAE.2010.5544812