Concepedia

Kernel-based Feature Aggregation

Kernel-Based Feature Aggregation is a feature aggregation method that leverages kernel functions to non-linearly map and combine local feature representations into a compact global descriptor by emphasizing structural similarity in a high-dimensional reproducing kernel Hilbert space.

12

Publications

3.5K

Citations

45

Authors

25

Institutions

Publications per year

2017–2026

5

Parents

Publications

12

Aggregating local descriptors into a compact image representation

Hervé Jeǵou, Matthijs Douze, Cordelia Schmid et al. · 2010 · 2.8K citations · Full text

, , +16

RETRACTED ARTICLE: Optimal feature-based multi-kernel SVM approach for thyroid disease classification

K. Shankar, S. K. Lakshmanaprabu, Deepak Gupta et al. · The Journal of Supercomputing · 2018 · 225 citations

, , +16

To Aggregate or Not to aggregate: Selective Match Kernels for Image Search

Giorgos Tolias, Yannis Avrithis, Hervé Jeǵou · 2013 · 222 citations

, , +16

Image Search with Selective Match Kernels: Aggregation Across Single and Multiple Images

Giorgos Tolias, Yannis Avrithis, Hervé Jeǵou · International Journal of Computer Vision · 2015 · 157 citations · Full text

, , +11

A multi-kernel based framework for heterogeneous feature selection and over-sampling for computer-aided detection of pulmonary nodules

Peng Cao, Xiaoli Liu, Jinzhu Yang et al. · Pattern Recognition · 2016 · 40 citations

, , +15

1–5 of 12

Authors

45

  1. HJ
    Hervé Jeǵou

    Institut national de recherche en sciences et technologies du numérique, France

    3 publications · 3.1K citations

    3

    h-index

  2. GT
    Giorgos Tolias

    Czech Technical University in Prague, Czechia

    2 publications · 379 citations

    2

    h-index

  3. YA
    Yannis Avrithis

    National Technical University of Athens, Greece

    2 publications · 379 citations

    2

    h-index

  4. WL
    Wenyin Liu

    Guangdong University of Technology, China

    1 publications · 25 citations

    1

    h-index

  5. ZZ
    Zhen-xi Zhang

    North China Electric Power University, China

    1 publications · 19 citations

    1

    h-index

1–5 of 45

Institutions

25

  1. Centre Inria de l'Université de Rennes

    Rennes, France

    3 h-index

    5 publications

    3.5K citations

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

    Le Chesnay-Rocquencourt, France

    3 h-index

    7 publications

    9K citations

  3. National Technical University of Athens

    Athens, Greece

    2 h-index

    3 publications

    601 citations

  4. Sun Yat-sen University

    Guangzhou, China

    1 h-index

    4 publications

    76 citations

  5. Xi'an Jiaotong University

    Xi'an, China

    1 h-index

    3 publications

    105 citations

  6. Beihang University

    Beijing, China

    1 h-index

    3 publications

    51 citations

  7. University of Macau

    Macao, Macao

    1 h-index

    3 publications

    72 citations

  8. Guangdong University of Technology

    Guangzhou, China

    1 h-index

    5 publications

    125 citations

1–8 of 25

Venues

  1. Pattern Recognition

    2 publications · 59 citations

    2

    h-index

  2. International Journal of Computer Vision

    1 publications · 157 citations

    1

    h-index

  3. IEEE Transactions on Multimedia

    1 publications · 35 citations

    1

    h-index

  4. The Journal of Supercomputing

    1 publications · 225 citations

    1

    h-index

  5. 1

    h-index

1–5