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Efficient predictive model of zero quantized DCT coefficients for fast video encoding

Hanli Wang, Sam Kwong, Chi-Wah Kok
2007 Image and Vision Computing  
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  ...  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.  ...  Acknowledgement The authors acknowledge the City University of Hong Kong Strategic Grant 7001697 for the financial support.  ... 
doi:10.1016/j.imavis.2006.07.007 fatcat:sk7tka6nojguph4kwjbauhwjum

Modeling of 3-D DCT coefficients for fast video encoding

Jin Li, Jarmo Takala, Moncef Gabbouj, Hexin Chen
2008 2008 3rd International Symposium on Communications, Control and Signal Processing  
This paper proposes an analytical model to predict the zero-quantized DCT (ZQDCT) coefficients for fast 3-D DCT based video encoding.  ...  On the other hand, since many DCT coefficients will be quantized to zeros, a huge number of redundant computations are introduced.  ...  So we only list the FRR results in Table IV for different video sequences. Averagely, the proposed model can predict about 70% of zero quantized coefficients. C.  ... 
doi:10.1109/isccsp.2008.4537302 fatcat:bf2ij3dkujbdblb2stzoh6d3se

A detection algorithm for zero-quantized DCT coefficients in JPEG

Jin Li, Jarmo Takala, Moncef Gabbouj, Hexin Chen
2008 Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing  
This paper presents an early detection algorithm to predict zero-quantized DCT coefficients for fast JPEG encoding.  ...  Finally, the transform of the zero-quantized coefficients is omitted.  ...  CONLUSION This paper proposes a detection algorithm to predict zero-quantized DCT coefficients for fast JPEG encoding.  ... 
doi:10.1109/icassp.2008.4517828 dblp:conf/icassp/LiTGC08 fatcat:ybmy7brrmnekxp4f2br5dmr4pu

Application of Residual Analysis in the Video Coding Fast Algorithms

Na Sun, Qian Qiao
2013 Journal of Information Technology and Application in Education  
High coding efficiency is the ultimate goal of developing video coding technology, but it is usually achieved at the cost of increased computation complexity.  ...  This paper has introduced several typical fast algorithms which are based on residual coefficients.  ...  Research and Application of DCT Coefficient Distribution Model Studying the residuals is a good starting point to improve the coding efficiency of H.264.  ... 
doi:10.14355/jitae.2013.0204.05 fatcat:xlfvoyzj2jatvo43u4e7pbqjyq

Analytical Model of Zero Quantized DCT Coefficients for Video Encoder Optimization

Hanli Wang, Sam Kwong, Chi-wah Kok
2006 2006 IEEE International Conference on Multimedia and Expo  
This paper proposes a novel analytical model to predict zero quantized DCT coefficients for fast video encoding.  ...  The dynamic range of quantized DCT coefficients are analyzed and a threshold scheme is derived in order to determine DCT and quantization computations to be skipped without video quality degradation.  ...  Acknowledgments The authors would like to acknowledge the City University of Hong Kong Strategic Grant 7001697 for financial support.  ... 
doi:10.1109/icme.2006.262602 dblp:conf/icmcs/WangKK06 fatcat:poemd2tg2jecthw25ingk6tsk4

Laplacian modeling of DCT coefficients for real-time encoding

Jin Li, Moncef Gabbouj, Jarmo Takala, Hexin Chen
2008 2008 IEEE International Conference on Multimedia and Expo  
This paper proposes a Laplacian based statistical model to predict zero-quantized DCT coefficients in JPEG and to reduce the computations of encoding process.  ...  Moreover, it can be directly applied to other DCT-based image/video codec. Computational reduction also implies longer battery lifetime and energy economy for digital applications.  ...  Basically, if we can efficiently predict the zero-quantized DCT (ZQDCT) coefficients for the 63 coefficients, a lot of computations will be saved.  ... 
doi:10.1109/icme.2008.4607555 dblp:conf/icmcs/LiGTC08 fatcat:6xl6bthguvbipjft5lbn5o3a6y

Hybrid Modeling of Intra-DCT Coefficients for Real-Time Video Encoding

Jin Li, Moncef Gabbouj, Jarmo Takala
2008 EURASIP Journal on Image and Video Processing  
However, since most DCT coefficients become zeros after quantization, a number of redundant computations are performed.  ...  The two-dimensional discrete cosine transform (2-D DCT) and its subsequent quantization are widely used in standard video encoders.  ...  [13] further proposed a Gaussian-based model to predict the ZQDCT coefficients for fast video encoding.  ... 
doi:10.1155/2008/749172 fatcat:2e27ldhnnfabzgjouj726o2ri4

Modeling DCT coefficients for fast video encoding

I-Ming Pao, Ming-Ting Sun
1999 IEEE transactions on circuits and systems for video technology (Print)  
In this paper, we propose a theoretical model for DCT coefficients.  ...  Based on the model, we develop an adaptive algorithm to reduce the computations of DCT, IDCT, quantization, and inverse quantization.  ...  CONCLUSION In this paper, we propose a theoretical model for the DCT coefficients in standard video encoders.  ... 
doi:10.1109/76.767126 fatcat:26adp5afyjg7tde6lzx2kxwgbe

Zero-Quantized Inter DCT Coefficient Prediction for Real-Time Video Coding

Jin Li, Moncef Gabbouj, Jarmo Takala
2012 IEEE transactions on circuits and systems for video technology (Print)  
This paper proposes an algorithm to improve the prediction efficiency for nonall-zero-quantized DCT blocks.  ...  Several algorithms were proposed to predict the zero-quantized DCT coefficients and reduce the computational complexity of transform and quantization.  ...  A Gaussian distribution based model [19] was proposed in 2006 to predict the ZQDCT coefficients for fast video encoding.  ... 
doi:10.1109/tcsvt.2011.2160749 fatcat:oddmr6ntu5hdzekcnpo2fwpla4

Simplified video coding for digital mobile devices

Jin Li, Moncef Gabbouj, Jarmo Takala, Hexin Chen
2008 2008 9th International Conference on Signal Processing  
This paper proposes a statistical model to predict the zero-quantized DCT (ZQDCT) coefficients for 3-D DCT video coding and thus to speech up the encoding process.  ...  for fast video coding.  ...  Firstly, the proposed model can efficiently predict the ZQDCT coefficients.  ... 
doi:10.1109/icosp.2008.4697357 fatcat:7inxrjuxd5a23jh4hw5mivdl64

Early Determination of Zero-Quantized 8$\,\times\,$8 DCT Coefficients

Xiangyang Ji, S. Kwong, D. Zhao, H. Wang, C.-C.J. Kuo, Qionghai Dai
2009 IEEE transactions on circuits and systems for video technology (Print)  
This paper proposes a novel approach to early determination of zero-quantized 8 × 8 discrete cosine transform (DCT) coefficients for fast video encoding.  ...  all-zero or a partial-zero block, i.e., the DCT coefficients within the block are all or partially zero-quantized.  ...  In encoding, DCT coefficients of each prediction error block are quantized to represent them in a reduced range of values.  ... 
doi:10.1109/tcsvt.2009.2026839 fatcat:lewj2gmyk5hczfvvwj46ghjywa

Gaussian Model Based Approach to Reducing DCT Computations in H.264

Hanli Wang, Sam Kwong
2007 2007 IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP '07  
This paper presents an efficient method to predict zero quantized DCT coefficients in order to reduce redundant computations in H.264 encoding.  ...  The Gaussian distribution is firstly applied to study the quantized integer DCT coefficients in H.264 and then an adaptive scheme with multiple thresholds is proposed to realize different types of DCT  ...  In video coding, it is quite common that a substantial number of DCT coefficients of the prediction residue become zeros after Q.  ... 
doi:10.1109/icassp.2007.366114 dblp:conf/icassp/WangK07 fatcat:rx26yhregzeb7opvuggbngpwim

Prediction of Zero Quantized DCT Coefficients in H.264/AVC Using Hadamard Transformed Information

Hanli Wang, Sam Kwong
2008 IEEE transactions on circuits and systems for video technology (Print)  
This paper presents an efficient approach for detecting zero quantized discrete cosine transform (ZQDCT) coefficients using the sum of absolute transformed difference (SATD).  ...  Previously, all the ZQDCT prediction approaches employ the sum of absolute difference (SAD) available ahead of DCT and quantization (Q) for early detection.  ...  Secondly, with the increase of , the proposed approach is able to predict ZQDCT coefficients more efficiently. This can be observed by studying the FRR results for each of the test video sequences.  ... 
doi:10.1109/tcsvt.2008.918553 fatcat:gzgem3hxmfckld6vyaie63lw2q

Early detection of all-zero 4×4 blocks in High Efficiency Video Coding

Hanli Wang, Han Du, Weiyao Lin, Sam Kwong, Oscar C. Au, Jun Wu, Zhihua Wei
2014 Journal of Visual Communication and Image Representation  
coefficients being quantized to zeros.  ...  Similar to previous video coding standards, transform and quantization are employed in the most recent video coding standard High Efficiency Video Coding (HEVC), and there exist a large number of transform  ...  ] and zero subblocks/individual coefficients [28] [29] [30] for the 4 Â 4 DCT-based video encoder H.264/AVC.  ... 
doi:10.1016/j.jvcir.2014.08.007 fatcat:67e5v4a5dzfzjdh6vb2sckgpgu

Statistical Computation of Discrete Cosine Transform in Video Encoders

Ming-Ting Sun, I-Ming Pao
1998 Journal of Visual Communication and Image Representation  
This paper describes a scheme for reducing the required computations in video encoders by skipping some of the Discrete Cosine Transform (DCT) and quantization calculations.  ...  Based on the MAE of the motion compensated difference block and the quantization level, three options for the DCT calculation can be chosen: calculating all 8x8 DCT coefficients, calculating the DC coefficient  ...  Acknowledgements The authors would like to thank anonymous reviewers for valuable comments.  ... 
doi:10.1006/jvci.1998.0381 fatcat:jxbl6hxf3zfm5ae4uqi5juoldq
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