Concepedia

Vector Quantization

Vector Quantization is a unsupervised learning method that partitions a set of continuous vectors into discrete prototypes by mapping each input vector to the nearest representative in a finite set of codewords, thereby reducing data dimensionality and redundancy through clustering-based approximation.

2.9K

Publications

184.1K

Citations

5.8K

Authors

1.6K

Institutions

Publications per year

2017–2026

358

Variants

Vq

Parents

Publications

2.9K

The self-organizing map

Teuvo Kohonen · Proceedings of the IEEE · 1990 · 8.2K citations

, , +14

An Algorithm for Vector Quantizer Design

Y. Linde, A. Buzo, Robert M. Gray · IEEE Transactions on Communications · 1980 · 7.2K citations

, , +14

Video Google: a text retrieval approach to object matching in videos

Sivic, Zisserman · 2003 · 6.4K citations

, , +16

Visual categorization with bags of keypoints

G. Csurka · 2004 · 4.2K citations

, , +16

Product Quantization for Nearest Neighbor Search

H. Jegou, Matthijs Douze, Calvin F. Schmid · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2010 · 2.9K citations · Full text

, , +16

1–5 of 2.9K

Authors

5.8K

  1. RM
    Robert M. Gray

    Stanford University, United States

    67 publications · 14.3K citations

    32

    h-index

  2. AG
    A. Gersho

    University of California, Santa Barbara, United States

    58 publications · 4.1K citations

    32

    h-index

  3. CC
    Chin‐Chen Chang

    Feng Chia University, Taiwan

    26 publications · 1.2K citations

    19

    h-index

  4. TV
    Thomas Villmann

    Hochschule Mittweida, Germany

    33 publications · 1.4K citations

    18

    h-index

  5. BH
    Barbara Hammer

    Bielefeld University, Germany

    31 publications · 1.7K citations

    18

    h-index

1–5 of 5.8K

Institutions

1.6K

  1. University of California, Santa Barbara

    Santa Barbara, United States

    37 h-index

    175 publications

    9.1K citations

  2. AT&T (United States)

    Bedminster, United States

    36 h-index

    131 publications

    12.3K citations

  3. Stanford University

    Stanford, United States

    36 h-index

    162 publications

    14.6K citations

  4. University of California San Diego

    San Diego, United States

    23 h-index

    62 publications

    6.7K citations

  5. University of Illinois Urbana-Champaign

    Urbana, United States

    21 h-index

    45 publications

    12.9K citations

  6. National Chung Cheng University

    Minxiong, Taiwan

    19 h-index

    50 publications

    2K citations

  7. Chinese Academy of Sciences

    Beijing, China

    19 h-index

    37 publications

    1.3K citations

  8. University of Maryland, College Park

    College Park, United States

    19 h-index

    50 publications

    2.5K citations

1–8 of 1.6K

Venues

  1. IEEE Transactions on Information Theory

    96 publications · 8.3K citations

    50

    h-index

  2. IEEE Transactions on Image Processing

    102 publications · 6.1K citations

    42

    h-index

  3. IEEE Transactions on Communications

    63 publications · 11.1K citations

    37

    h-index

  4. IEEE Transactions on Neural Networks

    54 publications · 6.2K citations

    33

    h-index

  5. IEEE Transactions on Signal Processing

    48 publications · 3.2K citations

    29

    h-index

1–5