Introduction to algorithms
Elements of information theory
Elements of information theory
A Model of Saliency-Based Visual Attention for Rapid Scene Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Source Coding Theory
Rate-Distortion Based Video Compression: Optimal Video Frame Compression and Object Boundary Encoding
Video Processing and Communications
Video Processing and Communications
Principles of Digital Communication and Coding
Principles of Digital Communication and Coding
Optimal bit allocation under multiple rate constraints
DCC '96 Proceedings of the Conference on Data Compression
Dynamic Programming
Standard Codecs: Image Compression to Advanced Video Coding
Standard Codecs: Image Compression to Advanced Video Coding
Two-pass MPEG-2 variable-bit-rate encoding
IBM Journal of Research and Development
Single-pass constant- and variable-bit-rate MPEG-2 video compression
IBM Journal of Research and Development
Rate control for streaming video over wireless
IEEE Wireless Communications
A review of the minimum maximum criterion for optimal bitallocation among dependent quantizers
IEEE Transactions on Multimedia
Real-time constrained TCP-compatible rate control for video over the Internet
IEEE Transactions on Multimedia
Visual sensitivity guided bit allocation for video coding
IEEE Transactions on Multimedia
IEEE Transactions on Information Theory
Bit allocation and encoding for vector sources
IEEE Transactions on Information Theory
Joint selection of source and channel rate for VBR video transmission under ATM policing constraints
IEEE Journal on Selected Areas in Communications
IEEE Journal on Selected Areas in Communications
IEEE Transactions on Image Processing
Bit allocation for joint source/channel coding of scalable video
IEEE Transactions on Image Processing
Foveated video compression with optimal rate control
IEEE Transactions on Image Processing
Optimal multidimensional bit-rate control for video communication
IEEE Transactions on Image Processing
Foveation scalable video coding with automatic fixation selection
IEEE Transactions on Image Processing
Rate-distortion modeling for multiscale binary shape coding based on Markov random fields
IEEE Transactions on Image Processing
Automatic foveation for video compression using a neurobiological model of visual attention
IEEE Transactions on Image Processing
Optimal trellis-based buffered compression and fast approximations
IEEE Transactions on Image Processing
Bit allocation for dependent quantization with applications to multiresolution and MPEG video coders
IEEE Transactions on Image Processing
Rate control of MPEG video coding and recording by rate-quantization modeling
IEEE Transactions on Circuits and Systems for Video Technology
A common framework for rate and distortion based scaling of highly scalable compressed video
IEEE Transactions on Circuits and Systems for Video Technology
A new rate control scheme using quadratic rate distortion model
IEEE Transactions on Circuits and Systems for Video Technology
Joint encoder and channel rate control of VBR video over ATM networks
IEEE Transactions on Circuits and Systems for Video Technology
Source model for transform video coder and its application. I. Fundamental theory
IEEE Transactions on Circuits and Systems for Video Technology
MPEG coding performance improvement by jointly optimizing coding mode decisions and rate control
IEEE Transactions on Circuits and Systems for Video Technology
Rate-distortion optimized frame type selection for MPEG encoding
IEEE Transactions on Circuits and Systems for Video Technology
Bit-rate control using piecewise approximated rate-distortion characteristics
IEEE Transactions on Circuits and Systems for Video Technology
Image and video coding-emerging standards and beyond
IEEE Transactions on Circuits and Systems for Video Technology
A frequency-domain video transcoder for dynamic bit-rate reduction of MPEG-2 bit streams
IEEE Transactions on Circuits and Systems for Video Technology
Rate control in DCT video coding for low-delay communications
IEEE Transactions on Circuits and Systems for Video Technology
MPEG-4 rate control for multiple video objects
IEEE Transactions on Circuits and Systems for Video Technology
MPEG-4 standardized methods for the compression of arbitrarily shaped video objects
IEEE Transactions on Circuits and Systems for Video Technology
Rate control and bit allocation for MPEG-4
IEEE Transactions on Circuits and Systems for Video Technology
Adaptive model-driven bit allocation for MPEG video coding
IEEE Transactions on Circuits and Systems for Video Technology
Scalable rate control for MPEG-4 video
IEEE Transactions on Circuits and Systems for Video Technology
Generalized rate-distortion optimization for motion-compensated video coders
IEEE Transactions on Circuits and Systems for Video Technology
Overview of fine granularity scalability in MPEG-4 video standard
IEEE Transactions on Circuits and Systems for Video Technology
A novel two-pass VBR coding algorithm for fixed-size storage application
IEEE Transactions on Circuits and Systems for Video Technology
Rate control for low-bit-rate video via variable-encoding frame rates
IEEE Transactions on Circuits and Systems for Video Technology
A unified rate-distortion analysis framework for transform coding
IEEE Transactions on Circuits and Systems for Video Technology
Optimum bit allocation and accurate rate control for video coding via ρ-domain source modeling
IEEE Transactions on Circuits and Systems for Video Technology
Constant quality constrained rate allocation for FGS-coded video
IEEE Transactions on Circuits and Systems for Video Technology
Improved single-video-object rate control for MPEG-4
IEEE Transactions on Circuits and Systems for Video Technology
Adaptive rate control using nonlinear regression
IEEE Transactions on Circuits and Systems for Video Technology
Bit allocation for MPEG-4 video coding with spatio-temporal tradeoffs
IEEE Transactions on Circuits and Systems for Video Technology
Overview of the H.264/AVC video coding standard
IEEE Transactions on Circuits and Systems for Video Technology
Rate-constrained coder control and comparison of video coding standards
IEEE Transactions on Circuits and Systems for Video Technology
Linear rate-distortion models for MPEG-4 shape coding
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Transactions on Circuits and Systems for Video Technology
Asynchronous rate control for multi-object videos
IEEE Transactions on Circuits and Systems for Video Technology
Rate-distortion optimal bit allocation for object-based video coding
IEEE Transactions on Circuits and Systems for Video Technology
Joint texture-shape optimization for MPEG-4 multiple video objects
IEEE Transactions on Circuits and Systems for Video Technology
A novel PDE-based rate-distortion model for rate control
IEEE Transactions on Circuits and Systems for Video Technology
A sequence-based rate control framework for consistent quality real-time video
IEEE Transactions on Circuits and Systems for Video Technology
Visual pattern image sequence coding
IEEE Transactions on Circuits and Systems for Video Technology
Frame layer rate control for H.264/AVC with hierarchical B-frames
Image Communication
6th Sense--- Toward a Generic Framework for End-to-End Adaptive Wearable Augmented Reality
Human Machine Interaction
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Journal on Selected Areas in Communications - Special issue on wireless and pervasive communications for healthcare
Frame complexity prediction for H.264/AVC rate control
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Joint rate-distortion model for H.264/AVC rate control
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Delay constrained multiplexing of video streams using dual-frame video coding
IEEE Transactions on Image Processing
A joint watermarking and ROI coding scheme for annotating traffic surveillance videos
EURASIP Journal on Advances in Signal Processing
On optimizing H. 264/AVC rate control by improving R-D model and incorporating HVS characteristics
EURASIP Journal on Advances in Signal Processing
Flexible macroblock ordering for context-aware ultrasound video transmission over mobile WiMAX
International Journal of Telemedicine and Applications - Special issue on healthcare applications and services in converged networking environments
LMM-based frame-level rate control for H.264/AVC high-definition video coding
Image Communication
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In this paper, we review the recent advances in rate control techniques for video coding. The rate control algorithms recommended in the video coding standards are briefly described and analyzed. Recent advances, such as new concepts in rate-distortion modelling and quality constrained control, are presented. With these techniques, the rate control performance can be improved. The paper not only summarizes these recent rate control techniques but also provides explicit directions for future rate control algorithm design.