A Uniform White-Noise Model for Fixed-Point Roundoff Errors in Digital Systems
Automation and Remote Control
Complexity-constrained tree-structured vector quantizers
Signal Processing
Vertex Data Compression through Vector Quantization
IEEE Transactions on Visualization and Computer Graphics
Grid generation and optimization based on centroidal Voronoi tessellations
Applied Mathematics and Computation
Technology on social issues of videoconferencing on the internet: a survey
Journal of Network and Computer Applications
Rate adaptation transcoding for precoded video streams
Proceedings of the tenth ACM international conference on Multimedia
On minimizing sequences for k-centres
Journal of Approximation Theory
A n-Bit Reconfigurable Scalar Quantiser
FPL '01 Proceedings of the 11th International Conference on Field-Programmable Logic and Applications
Enhanced word clustering for hierarchical text classification
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Analysis of rate-distortion functions and congestion control in scalable internet video streaming
NOSSDAV '03 Proceedings of the 13th international workshop on Network and operating systems support for digital audio and video
Lattice Quantization with Side Information
DCC '00 Proceedings of the Conference on Data Compression
Quantization from Bayes factors with application to multilevel thresholding
Pattern Recognition Letters
Quantizers with Uniform Encoders and Channel Optimized Decoders
DCC '02 Proceedings of the Data Compression Conference
Semidefinite Programs for the Design of Codes for Delay-Constrained Communication in Networks
DCC '01 Proceedings of the Data Compression Conference
DCC '01 Proceedings of the Data Compression Conference
On Zador's Entropy-Constrained Quantization Theorem
DCC '01 Proceedings of the Data Compression Conference
A divisive information theoretic feature clustering algorithm for text classification
The Journal of Machine Learning Research
Convergence of alternating optimization
Neural, Parallel & Scientific Computations
Low Bit Rate Image Coding over Bases
ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 2 - Volume 2
An efficient law-of-cosine-based search for vector quantization
Pattern Recognition Letters
An Algorithm for Trading Off Quantization Error with Hardware Resources for MATLAB-Based FPGA Design
IEEE Transactions on Computers
Space Efficient Fast Isosurface Extraction for Large Datasets
Proceedings of the 14th IEEE Visualization 2003 (VIS'03)
Compression Domain Volume Rendering
Proceedings of the 14th IEEE Visualization 2003 (VIS'03)
A multi-segment image coding and transmission scheme
Signal Processing
Smart bit-width allocation for low power optimization in a systemc based ASIC design environment
Proceedings of the conference on Design, automation and test in Europe: Proceedings
An overview of scalar quantization based data hiding methods
Signal Processing
Clustering with Bregman Divergences
The Journal of Machine Learning Research
Optimal quantizers for Radon random vectors in a Banach space
Journal of Approximation Theory
Efficient product code vector quantisation using the switched split vector quantiser
Digital Signal Processing
High-rate quantization and transform coding with side information at the decoder
Signal Processing - Special section: Distributed source coding
Perturbative corrections to stochastic resonant quantizers
Signal Processing - Special section: Distributed source coding
VQ Codebook Searching Algorithm Based on Correlation Property
Fundamenta Informaticae
A Unified Continuous Optimization Framework for Center-Based Clustering Methods
The Journal of Machine Learning Research
Random coding bound for the second moment of multidimensional lattices
Problems of Information Transmission
Sliding discrete fractional transforms
Signal Processing
Average complexity analysis of scalar quantizer design
TELE-INFO'07 Proceedings of the 6th WSEAS Int. Conference on Telecommunications and Informatics
Optimal designing scalar quantizers using a hybrid quantization method for the laplacian source
ELECTRO'06 Proceedings of the 4th WSEAS International Conference on Electromagnetics, Wireless and Optical Communications
Random projection trees and low dimensional manifolds
STOC '08 Proceedings of the fortieth annual ACM symposium on Theory of computing
A diversity guarantee and SNR performance for unitary limited feedback MIMO systems
EURASIP Journal on Advances in Signal Processing
Image description using joint distribution of filter bank responses
Pattern Recognition Letters
High Capacity Reversible Data Hiding for 3D Meshes in the PVQ Domain
IWDW '07 Proceedings of the 6th International Workshop on Digital Watermarking
On the problem of bandwidth partitioning in FDD block-fading single-user MISO/SIMO systems
EURASIP Journal on Advances in Signal Processing
A sharing-based fragile watermarking method for authentication and self-recovery of image tampering
EURASIP Journal on Advances in Signal Processing
Fast approximate spectral clustering
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Universal Estimation of Information Measures for Analog Sources
Foundations and Trends in Communications and Information Theory
On rate-distortion modeling and extraction of H.264/SVC fine-granular scalable video
IEEE Transactions on Circuits and Systems for Video Technology
Nonparametric estimation of the regression function from quantized observations
Computational Statistics & Data Analysis
QAM and PSK codebooks for limited feedback MIMO beamforming
IEEE Transactions on Communications
A 750-MHz 6-b adaptive floating-gate quantizer in 0.35-µm CMOS
IEEE Transactions on Circuits and Systems Part I: Regular Papers
Computers & Mathematics with Applications
Random projection trees for vector quantization
IEEE Transactions on Information Theory
Recurrent Neural Networks as Local Models for Time Series Prediction
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
A fractional bit encoding technique for the GMM-based block quantisation of images
Digital Signal Processing
Optimal quantization of random measurements in compressed sensing
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 1
Linear quadratic Gaussian control with quantized feedback
ACC'09 Proceedings of the 2009 conference on American Control Conference
Stochastic stabilization of a noisy linear system with a fixed-rate adaptive quantizer
ACC'09 Proceedings of the 2009 conference on American Control Conference
Image and Vision Computing
Detection of wind turbine blades damage by spectrum-recognition using Gaussian wavelet-entropy
ASID'09 Proceedings of the 3rd international conference on Anti-Counterfeiting, security, and identification in communication
G.719: the first ITU-T standard for high-quality conversational fullband audio coding
IEEE Communications Magazine
Optimized atom position and coefficient coding for matching pursuit-based image compression
IEEE Transactions on Image Processing
Complete characterization of stable bandlimited systems under quantization and thresholding
IEEE Transactions on Signal Processing
Information Sciences: an International Journal
A gradient network for vector quantization and its image compression applications
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Capacity of a multiple-antenna fading channel with a quantized precoding matrix
IEEE Transactions on Information Theory
Automation and Remote Control
Laplacian distortion model (LDM) for rate control in video coding
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
Locality sensitive hashing: A comparison of hash function types and querying mechanisms
Pattern Recognition Letters
A block based encoding algorithm for matching pursuit image coding
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Spherical logarithmic quantization
IEEE Transactions on Audio, Speech, and Language Processing
Index assignment optimization for joint source-channel MAP decoding
IEEE Transactions on Communications
Behavior of the quantization operator for bandlimited, nonoversampled signals
IEEE Transactions on Information Theory
Entropy of highly correlated quantized data
IEEE Transactions on Information Theory
A new local-global approach for classification
Neural Networks
Uncertainty principles and vector quantization
IEEE Transactions on Information Theory
Achievable diversity limits in a quantized MIMO-OFDM linear pre-coded system
ISWPC'10 Proceedings of the 5th IEEE international conference on Wireless pervasive computing
Adaptive color feature extraction based on image color distributions
IEEE Transactions on Image Processing
IEEE Transactions on Audio, Speech, and Language Processing
Nonparametric one-bit quantizers for distributed estimation
IEEE Transactions on Signal Processing
Principal points of a multivariate mixture distribution
Journal of Multivariate Analysis
IEEE Transactions on Communications
Source Coding: Part I of Fundamentals of Source and Video Coding
Foundations and Trends in Signal Processing
Computation of the complexity of vector quantizers by affine modeling
Signal Processing
Geometric piecewise uniform lattice vector quantization of the memoryless Gaussian source
Information Sciences: an International Journal
Optimal vector quantization in terms of Wasserstein distance
Journal of Multivariate Analysis
ICDM'11 Proceedings of the 11th international conference on Advances in data mining: applications and theoretical aspects
Intrusion detection of DoS/DDoS and probing attacks for web services
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
Independent component analysis for speech enhancement with missing TF content
ICA'06 Proceedings of the 6th international conference on Independent Component Analysis and Blind Signal Separation
Clustering-Based image retrieval using fast exhaustive multi-resolution search algorithm
PCM'04 Proceedings of the 5th Pacific Rim conference on Advances in Multimedia Information Processing - Volume Part III
Streaming k-means on well-clusterable data
Proceedings of the twenty-second annual ACM-SIAM symposium on Discrete Algorithms
Optimal encoding of vector data with polygonal approximation and vertex quantization
SCIA'05 Proceedings of the 14th Scandinavian conference on Image Analysis
Matching 2d image segments with genetic algorithms and approximation spaces
Transactions on Rough Sets V
Numerical method for impulse control of piecewise deterministic Markov processes
Automatica (Journal of IFAC)
Averaging of nonsmooth systems using dither
Automatica (Journal of IFAC)
On vehicle placement to intercept moving targets
Automatica (Journal of IFAC)
Class visualization of high-dimensional data with applications
Computational Statistics & Data Analysis
A quantization theoretic perspective on simulcast and layered multicast optimization
IEEE/ACM Transactions on Networking (TON)
Unboundedness of thresholding and quantization for bandlimited signals
Signal Processing
Gossip Coverage Control for Robotic Networks: Dynamical Systems on the Space of Partitions
SIAM Journal on Control and Optimization
VQ Codebook Searching Algorithm Based on Correlation Property
Fundamenta Informaticae
Adaptive quantization using piecewise companding and scaling for Gaussian mixture
Journal of Visual Communication and Image Representation
Optimal algorithm for lossy vector data compression
ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
The effectiveness of lloyd-type methods for the k-means problem
Journal of the ACM (JACM)
A modification of the Lloyd algorithm for k-anonymous quantization
Information Sciences: an International Journal
A modification of the k-means method for quasi-unsupervised learning
Knowledge-Based Systems
Metric learning for large scale image classification: generalizing to new classes at near-zero cost
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Complexity-compression tradeoffs in lossy compression via efficient random codebooks and databases
Problems of Information Transmission
Information Sciences: an International Journal
Journal of Visual Communication and Image Representation
Image Classification with the Fisher Vector: Theory and Practice
International Journal of Computer Vision
| Hi-index | 755.15 |
The history of the theory and practice of quantization dates to 1948, although similar ideas had appeared in the literature as long ago as 1898. The fundamental role of quantization in modulation and analog-to-digital conversion was first recognized during the early development of pulse-code modulation systems, especially in the 1948 paper of Oliver, Pierce, and Shannon. Also in 1948, Bennett published the first high-resolution analysis of quantization and an exact analysis of quantization noise for Gaussian processes, and Shannon published the beginnings of rate distortion theory, which would provide a theory for quantization as analog-to-digital conversion and as data compression. Beginning with these three papers of fifty years ago, we trace the history of quantization from its origins through this decade, and we survey the fundamentals of the theory and many of the popular and promising techniques for quantization