H.264/AVC to HEVC Video Transcoder Based on Dynamic Thresholding and Content Modeling

被引:48
作者
Peixoto, Eduardo [1 ]
Shanableh, Tamer [3 ]
Izquierdo, Ebroul [2 ]
机构
[1] Univ Brasilia, Dept Engn Eletr, BR-70910900 Brasilia, DF, Brazil
[2] Univ London, Sch Elect Engn & Comp Sci, London E1 4NS, England
[3] Amer Univ Sharjah, Coll Engn, Sharjah 26666, U Arab Emirates
关键词
High Efficiency Video Coding (HEVC); machine learning; transcoding; ARCHITECTURES; MPEG-2;
D O I
10.1109/TCSVT.2013.2273651
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The new video coding standard, High Efficiency Video Coding (HEVC), was developed to succeed the current standard, H.264/AVC, as the state of the art in video compression. However, there is a lot of legacy content encoded with H.264/AVC. This paper proposes and evaluates several transcoding algorithms from the H.264/AVC to the HEVC format. In particular, a novel transcoding architecture, in which the first frames of the sequence are used to compute the parameters so that the transcoder can learn the mapping for that particular sequence, is proposed. Then, two types of mode mapping algorithms are proposed. In the first solution, a single H.264/AVC coding parameter is used to determine the outgoing HEVC partitions using dynamic thresholding. The second solution uses linear discriminant functions to map the incoming H.264/AVC coding parameters to the outgoing HEVC partitions. This paper contains experiments designed to study the impact of the number of frames used for training in the transcoder. Comparisons with existing transcoding solutions reveal that the proposed work results in lower rate-distortion loss at a competitive complexity performance.
引用
收藏
页码:99 / 112
页数:14
相关论文
共 43 条
[1]   Video transcoding: An overview of various techniques and research issues [J].
Ahmad, I ;
Wei, X ;
Sun, Y ;
Zhang, YQ .
IEEE TRANSACTIONS ON MULTIMEDIA, 2005, 7 (05) :793-804
[2]  
[Anonymous], 2012, Bayesian Reasoning and Machine Learning
[3]  
[Anonymous], P TENCON IEEE REG NO
[4]  
[Anonymous], P ICCE JAN
[5]  
[Anonymous], 1973, Pattern Classification and Scene Analysis
[6]  
Assuncao PAA, 1997, INT CONF ACOUST SPEE, P2633, DOI 10.1109/ICASSP.1997.595329
[7]  
Bishop C.M., 2006, J ELECTRON IMAGING, V16, P049901, DOI DOI 10.1117/1.2819119
[8]  
Bjontegaard G., 2008, VCEGAI11 VID COD EXP
[9]   Transcoder architectures for video coding [J].
Bjork, N ;
Christopoulos, C .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 1998, 44 (01) :88-98
[10]  
Bross B., 2012, High Efficiency Video Coding (HEVC) Text Specification Draft 9