Concepedia

Data Augmentation

Data Augmentation is a data transformation technique that expands the effective size and diversity of a dataset through the application of domain-specific, rule-based, or learned perturbations to existing data instances, thereby improving model generalization and mitigating overfitting in machine learning contexts.

6.9K

Publications

516.1K

Citations

25K

Authors

4.3K

Institutions

Publications per year

2017–2026

6.4K

Parents

Publications

6.9K

Trim and Fill: A Simple Funnel‐Plot–Based Method of Testing and Adjusting for Publication Bias in Meta‐Analysis

Sue Duval, Richard L. Tweedie · Biometrics · 2000 · 13.8K citations

, , +14

A survey on Image Data Augmentation for Deep Learning

Connor Shorten, Taghi M. Khoshgoftaar · Journal Of Big Data · 2019 · 12.4K citations · Full text

, , +12

Analysis of Incomplete Multivariate Data

David E. Booth, Joseph L. Schafer · Technometrics · 2000 · 5.7K citations

, , +15

The Calculation of Posterior Distributions by Data Augmentation

Martin A. Tanner, Wing Hung Wong · Journal of the American Statistical Association · 1987 · 3.8K citations

, , +17

SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition

Daniel Park, William Chan, Yu Zhang et al. · 2019 · 3.5K citations · Full text

, , +15

1–5 of 6.9K

Authors

25K

  1. YZ
    Yudong Zhang

    University of Leicester, United Kingdom

    30 publications · 3K citations

    26

    h-index

  2. ED
    Ekin D. Cubuk

    Google (United States), United States

    19 publications · 9.7K citations

    19

    h-index

  3. QV
    Quoc V. Le

    Google (United States), United States

    19 publications · 14.1K citations

    18

    h-index

  4. SW
    Shuihua Wang‎

    University of Leicester, United Kingdom

    18 publications · 1.9K citations

    17

    h-index

  5. MZ
    Mingyuan Zhou

    The University of Texas at Austin, United States

    15 publications · 701 citations

    13

    h-index

1–5 of 25K

Institutions

4.3K

  1. Google (United States)

    Mountain View, United States

    52 h-index

    350 publications

    85.2K citations

  2. Chinese Academy of Sciences

    Beijing, China

    50 h-index

    500 publications

    30.8K citations

  3. Shanghai Jiao Tong University

    Shanghai, China

    44 h-index

    326 publications

    20.3K citations

  4. Tsinghua University

    Beijing, China

    43 h-index

    310 publications

    19.5K citations

  5. University of Chinese Academy of Sciences

    Beijing, China

    43 h-index

    314 publications

    24.5K citations

  6. Harbin Institute of Technology

    Harbin, China

    36 h-index

    193 publications

    18.3K citations

  7. Zhejiang University

    Hangzhou, China

    35 h-index

    188 publications

    9.6K citations

  8. Nanyang Technological University

    Singapore, Singapore

    35 h-index

    130 publications

    12.2K citations

1–8 of 4.3K

Venues

  1. arXiv (Cornell University)

    Repository · 749 publications · 56.4K citations

    99

    h-index

  2. IEEE Access

    250 publications · 15.9K citations

    64

    h-index

  3. Sensors

    142 publications · 12.2K citations

    47

    h-index

  4. Applied Sciences

    124 publications · 5.5K citations

    43

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 87 publications · 7.9K citations

    41

    h-index

1–5