DocumentCode :
688427
Title :
A Perception-Based Rate Control Algorithm for H.264/AVC
Author :
Mingzhu Chen ; Xingming Zhang ; Yubei Lin ; Shaoxin Zhan
Author_Institution :
Dept. of Comput. Sci., South China Univ. of Technol., Guangzhou, China
fYear :
2013
fDate :
13-15 Nov. 2013
Firstpage :
2219
Lastpage :
2223
Abstract :
Rate control plays an important role in H.264/AVC video coding standard. For the frame layer rate control, since the estimated values of quantization parameter (QP) of the initial frame vary from the image complexity, this paper firstly proposes an improved method for the initial QP estimation to make it more accurate. For the macro block (MB) layer rate control, an improved MB layer rate control algorithm based on human perception is also proposed in this paper. The proposed method classifies MBs by how visually attractive the MBs are and set perception-weights to different MBs. Then the encoder adjusts the QP according to the classified level and combines the perception-weights with structural similarity (SSIM) index to build up an improved rate-distortion optimization (RDO) model. Our experimental results show that the proposed algorithms outperform the original encoder x264 (Version 0.76.X) and significantly reduce the output bit-rate up to almost 50% without dropping down the visual quality of the video for low bit-rate applications.
Keywords :
image classification; optimisation; video coding; H.264/AVC video coding standard; MB classification; QP estimation; RDO model; SSIM index; frame layer rate control; human perception; image complexity; improved MB layer rate control algorithm; improved rate-distortion optimization model; macroblock layer rate control; output bit-rate; perception-based rate control algorithm; perception-weights; quantization parameter; structural similarity index; Bit rate; Complexity theory; Encoding; Estimation; Image edge detection; Support vector machine classification; Video coding; H.264/AVC; QP adjustment; initial QP estimation; perception-based RDO; rate control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
High Performance Computing and Communications & 2013 IEEE International Conference on Embedded and Ubiquitous Computing (HPCC_EUC), 2013 IEEE 10th International Conference on
Conference_Location :
Zhangjiajie
Type :
conf
DOI :
10.1109/HPCC.and.EUC.2013.318
Filename :
6832201
Link To Document :
بازگشت