Title :
Frame level rate control based on support vector machine in HEVC
Author :
Jiaxu Yu ; Sonling Sun ; Xiaojun Jing ; Hai Huang
Author_Institution :
Sch. of Inf. & Commun. Eng., Beijing Univ. of Posts & Telecommun., Beijing, China
Abstract :
This paper proposes a frame level rate control scheme for HEVC based on support vector machine. Firstly, textual features of frames are extracted from video sequence. According to different complexities of textual features, support vector machine is chosen as a classifier for video classification. Secondly, a frame level rate control scheme is proposed to achieve higher coding efficiency based on classification results. According to the experiment results, the proposed algorithm achieves better coding performance than the original rate control scheme JCTVC-K0103 in HEVC.
Keywords :
image classification; support vector machines; telecommunication control; video coding; HEVC; coding efficiency; frame level rate control scheme; high efficiency video coding; support vector machine; textual features; video classification; video sequence; Bit rate; Complexity theory; Encoding; Feature extraction; Support vector machines; Video coding; Video sequences; HEVC; SVM; rate control;
Conference_Titel :
Communications and Information Technologies (ISCIT), 2014 14th International Symposium on
Conference_Location :
Incheon
DOI :
10.1109/ISCIT.2014.7011967