Concepedia

K-means Quantization

K-Means Quantization is a vector quantization method that partitions continuous or high-precision data points into a finite set of representative clusters by minimizing the within-cluster variance through iterative application of the k-means clustering algorithm.

83

Publications

6.8K

Citations

213

Authors

102

Institutions

Publications per year

2017–2026

17

Variants

K-means Vector Quantization

Parents

Publications

83

Compressing Deep Convolutional Networks using Vector Quantization

Yunchao Gong, Liu Liu, Ming–Hsuan Yang et al. · arXiv (Cornell University) · 2014 · 1K citations · Full text

, , +15

SOM-based data visualization methods

Juha Vesanto · Intelligent Data Analysis · 1999 · 744 citations

, , +12

Diffusion maps and coarse-graining: a unified framework for dimensionality reduction, graph partitioning, and data set parameterization

Stéphane Lafon, A.B. Lee · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2006 · 629 citations

, , +17

K-Means Hashing: An Affinity-Preserving Quantization Method for Learning Binary Compact Codes

Kaiming He, Fang Wen, Jian Sun · 2013 · 420 citations

, , +16

Convergence Properties of the K-Means Algorithms

Léon Bottou, Yoshua Bengio · 1994 · 389 citations

, , +14

1–5 of 83

Authors

213

  1. ME
    M. Emre Celebi

    Louisiana State University in Shreveport, United States

    10 publications · 429 citations

    10

    h-index

  2. DB
    Dibyendu Barman

    Jadavpur University, India

    2 publications · 23 citations

    2

    h-index

  3. LB
    Léon Bottou

    AT&T (United States), United States

    2 publications · 412 citations

    2

    h-index

  4. JV
    Juha Vesanto

    University of Helsinki, Finland

    2 publications · 973 citations

    2

    h-index

  5. PS
    Paul Scheunders

    University of Antwerp, Belgium

    2 publications · 345 citations

    2

    h-index

1–5 of 213

Institutions

102

  1. Louisiana State University in Shreveport

    Shreveport, United States

    7 h-index

    8 publications

    377 citations

  2. University of Electronic Science and Technology of China

    Chengdu, China

    3 h-index

    4 publications

    83 citations

  3. University of Central Arkansas

    Conway, United States

    3 h-index

    7 publications

    220 citations

  4. Shanghai Jiao Tong University

    Shanghai, China

    3 h-index

    6 publications

    153 citations

  5. Conway School of Landscape Design

    Conway, United States

    3 h-index

    7 publications

    220 citations

  6. University of Antwerp

    Antwerp, Belgium

    2 h-index

    2 publications

    345 citations

  7. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    2 h-index

    5 publications

    151 citations

  8. Microsoft Research Asia (China)

    Beijing, China

    2 h-index

    6 publications

    1.3K citations

1–8 of 102

Venues

  1. The Imaging Science Journal

    3 publications · 85 citations

    3

    h-index

  2. IEEE Signal Processing Letters

    2 publications · 28 citations

    2

    h-index

  3. Zenodo (CERN European Organization for Nuclear Research)

    Repository · 2 publications · 32 citations

    2

    h-index

  4. Symmetry

    2 publications · 30 citations

    2

    h-index

  5. arXiv (Cornell University)

    Repository · 2 publications · 1.2K citations

    2

    h-index

1–5