Title :
Classification based fast mode decision for stereo video coding
Author :
Ting Yu ; Yuan Zhang ; Cosman, P.C.
Author_Institution :
Commun. Univ. of China, Beijing, China
Abstract :
We propose a classification based fast mode decision scheme in stereo video coding. By treating mode decision as a classification problem, our scheme employs a decision tree classifier to separate out SKIP mode, which is the major and most computationally efficient mode in stereo video coding. Thus, we can pre-decide whether the current macroblock is coded as SKIP mode without going through the exhaustive mode decision process. Experimental results show that this scheme provides 30~75% of time saving over a wide range of quantization parameter values.
Keywords :
decision trees; image classification; stereo image processing; video coding; SKIP mode; classification based fast mode decision; classification problem; decision tree classifier; exhaustive mode decision process; quantization parameter values; stereo video coding; CART classifier; fast mode decision; stereo video coding;
Conference_Titel :
Image Processing (ICIP), 2013 20th IEEE International Conference on
Conference_Location :
Melbourne, VIC
DOI :
10.1109/ICIP.2013.6738355