TY - JOUR
T1 - Efficient predictive model of zero quantized DCT coefficients for fast video encoding
AU - Wang, Hanli
AU - Kwong, Sam
AU - Kok, Chi-Wah
PY - 2007/6/1
Y1 - 2007/6/1
N2 - Discrete cosine transform (DCT), quantization (Q), inverse quantization (IQ) and inverse DCT (IDCT) are the building blocks in video coding standards adopted by ITU-T and MEPG. Under these standards, a lot of computations are required to perform the DCT, Q, IQ and IDCT operations. With this concern, a novel statistical model based on Gaussian distribution is proposed to predict zero quantized DCT (ZQDCT) coefficients in order to reduce the computational complexity of video encoding. Compared with other predictive models in the literature, the proposed model can detect more ZQDCT coefficients. Simulation results demonstrate that the proposed statistical model is superior to others in terms of speeding up video encoders. Moreover, a hybrid model is derived based on the proposed statistical model and mathematical analysis of individual DCT coefficients to further improve the encoding efficiency. © 2006 Elsevier Ltd. All rights reserved.
AB - Discrete cosine transform (DCT), quantization (Q), inverse quantization (IQ) and inverse DCT (IDCT) are the building blocks in video coding standards adopted by ITU-T and MEPG. Under these standards, a lot of computations are required to perform the DCT, Q, IQ and IDCT operations. With this concern, a novel statistical model based on Gaussian distribution is proposed to predict zero quantized DCT (ZQDCT) coefficients in order to reduce the computational complexity of video encoding. Compared with other predictive models in the literature, the proposed model can detect more ZQDCT coefficients. Simulation results demonstrate that the proposed statistical model is superior to others in terms of speeding up video encoders. Moreover, a hybrid model is derived based on the proposed statistical model and mathematical analysis of individual DCT coefficients to further improve the encoding efficiency. © 2006 Elsevier Ltd. All rights reserved.
KW - Discrete cosine transform (DCT)
KW - Quantization (Q)
KW - Video encoding
KW - Zero quantized DCT (ZQDCT) coefficients
UR - http://www.scopus.com/inward/record.url?scp=34047096972&partnerID=8YFLogxK
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-34047096972&origin=recordpage
U2 - 10.1016/j.imavis.2006.07.007
DO - 10.1016/j.imavis.2006.07.007
M3 - RGC 21 - Publication in refereed journal
SN - 0262-8856
VL - 25
SP - 922
EP - 933
JO - Image and Vision Computing
JF - Image and Vision Computing
IS - 6
ER -