Title :
Model-based optimal rate control algorithm for real-time hybrid video encoder
Author :
Lin, He-Yuan ; Lee, Gwo Giun ; Wang, Ming-Jiun ; Su, Drew Wei-Chi ; Lin, Bo-Yun
Author_Institution :
Dept. of Electr. Eng., Nat. Cheng Kung Univ., Tainan
Abstract :
This paper presents a frame level optimal rate control scheme based on the proposed rate and distortion functions. A linear rate-quantizer model and a linear distortion-quantizer model are proposed to perform rate-distortion optimization. The coefficients of rate distortion models are estimated by linear regression with the past rate distortion characteristics. We propose the two-stage strategy for rate-distortion optimization. First we use Lagrange multiplier optimization approach to obtain the closed-form solution based on our rate distortion models. Then we take the inter-frame dependency into account to further adjust bit rate allocation. We apply our optimal rate control algorithm to H.264, and the proposed algorithm outperforms JVT-G012 rate control scheme in terms of average PSNR
Keywords :
data compression; optimal control; optimisation; quantisation (signal); rate distortion theory; regression analysis; video coding; H.264; JVT-G012 rate control; Lagrange multiplier optimization; linear distortion-quantizer model; linear rate-quantizer model; linear regression; optimal rate control; real-time hybrid video encoder; Bit rate; Computational complexity; Encoding; Linear regression; Optimal control; PSNR; Quadratic programming; Rate distortion theory; Rate-distortion; Video compression;
Conference_Titel :
Circuits and Systems, 2006. ISCAS 2006. Proceedings. 2006 IEEE International Symposium on
Conference_Location :
Island of Kos
Print_ISBN :
0-7803-9389-9
DOI :
10.1109/ISCAS.2006.1693618