Concepedia

Feature Quantization

Feature Quantization is a method in image feature engineering that discretizes continuous feature representations into a finite set of discrete values or bins to reduce dimensionality and enhance computational efficiency while preserving discriminative information.

414

Publications

32.2K

Citations

1.2K

Authors

455

Institutions

Publications per year

2017–2026

159

Parents

Publications

414

Scalable Recognition with a Vocabulary Tree

D. Nistér, Henrik Stewénius · 2006 · 3.6K citations

, , +14

Lost in quantization: Improving particular object retrieval in large scale image databases

James Philbin, Ondřej Chum, Michael Isard et al. · 2008 · 1.5K citations

, , +16

Shape Quantization and Recognition with Randomized Trees

Yali Amit, Donald Geman · Neural Computation · 1997 · 1.3K citations

, , +16

Quantized Convolutional Neural Networks for Mobile Devices

Jiaxiang Wu, Cong Leng, Yuhang Wang et al. · 2016 · 1.3K citations

, , +16

SHAPE: A Computer Program Package for Quantitative Evaluation of Biological Shapes Based on Elliptic Fourier Descriptors

Hiroyoshi Iwata · Journal of Heredity · 2002 · 801 citations · Full text

, , +15

1–5 of 414

Authors

1.2K

  1. TV
    Thomas Villmann

    Hochschule Mittweida, Germany

    13 publications · 769 citations

    11

    h-index

  2. BH
    Barbara Hammer

    Bielefeld University, Germany

    10 publications · 909 citations

    10

    h-index

  3. MB
    Michael Biehl

    University of Groningen, Netherlands

    9 publications · 517 citations

    9

    h-index

  4. PS
    Petra Schneider

    ETH Zurich, Switzerland

    5 publications · 456 citations

    5

    h-index

  5. FS
    Frank-Michael Schleif

    Leipzig University, Germany

    5 publications · 102 citations

    5

    h-index

1–5 of 1.2K

Institutions

455

  1. Tsinghua University

    Beijing, China

    15 h-index

    57 publications

    3.9K citations

  2. Chinese Academy of Sciences

    Beijing, China

    12 h-index

    42 publications

    7.7K citations

  3. Nanyang Technological University

    Singapore, Singapore

    11 h-index

    25 publications

    3K citations

  4. University of Chinese Academy of Sciences

    Beijing, China

    11 h-index

    33 publications

    1.5K citations

  5. Hochschule Mittweida

    Mittweida, Germany

    9 h-index

    20 publications

    475 citations

  6. Peking University

    Beijing, China

    9 h-index

    17 publications

    670 citations

  7. University of Science and Technology of China

    Hefei, China

    8 h-index

    17 publications

    759 citations

  8. University of Electronic Science and Technology of China

    Chengdu, China

    7 h-index

    24 publications

    901 citations

1–8 of 455

Venues

  1. arXiv (Cornell University)

    Repository · 27 publications · 2.6K citations

    18

    h-index

  2. Neurocomputing

    21 publications · 646 citations

    17

    h-index

  3. IEEE Transactions on Image Processing

    16 publications · 1.1K citations

    13

    h-index

  4. 9

    h-index

  5. Pattern Recognition Letters

    9 publications · 354 citations

    9

    h-index

1–5