Concepedia

Feature Augmentation

Feature Augmentation is a graph feature engineering technique that expands the original node or edge features by introducing derived or synthetic attributes through deterministic or learned transformations to enhance representational capacity.

346

Publications

35.9K

Citations

1.4K

Authors

471

Institutions

Publications per year

2017–2026

321

Parents

Publications

346

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

AutoAugment: Learning Augmentation Strategies From Data

Ekin D. Cubuk, Barret Zoph, Dandelion Mané et al. · 2019 · 2.7K citations

, , +13

Data augmentation: A comprehensive survey of modern approaches

Alhassan Mumuni, Fuseini Mumuni · Array · 2022 · 800 citations · Full text

, , +16

DropEdge: Towards Deep Graph Convolutional Networks on Node Classification

Yu Rong, Wenbing Huang, Tingyang Xu et al. · arXiv (Cornell University) · 2019 · 631 citations · Full text

, , +15

AugFPN: Improving Multi-Scale Feature Learning for Object Detection

Chaoxu Guo, Bin Fan, Qian Zhang et al. · 2020 · 547 citations

, , +16

1–5 of 346

Authors

1.4K

  1. BH
    Bryan Hooi

    National University of Singapore, Singapore

    5 publications · 357 citations

    5

    h-index

  2. LN
    Loris Nanni

    University of Bologna, Italy

    5 publications · 207 citations

    5

    h-index

  3. MP
    Michelangelo Paci

    Tampere University, Finland

    5 publications · 207 citations

    5

    h-index

  4. SB
    Sheryl Brahnam

    Missouri State University, United States

    4 publications · 193 citations

    4

    h-index

  5. ZW
    Zuxuan Wu

    Fudan University, China

    3 publications · 174 citations

    3

    h-index

1–5 of 1.4K

Institutions

471

  1. Tsinghua University

    Beijing, China

    13 h-index

    36 publications

    1.9K citations

  2. National University of Singapore

    Singapore, Singapore

    12 h-index

    40 publications

    3K citations

  3. Nanyang Technological University

    Singapore, Singapore

    11 h-index

    24 publications

    3.1K citations

  4. Chinese Academy of Sciences

    Beijing, China

    10 h-index

    21 publications

    2.8K citations

  5. Shanghai Jiao Tong University

    Shanghai, China

    9 h-index

    16 publications

    791 citations

  6. Beihang University

    Beijing, China

    9 h-index

    19 publications

    2.3K citations

  7. University of Chinese Academy of Sciences

    Beijing, China

    8 h-index

    15 publications

    1.6K citations

  8. Huazhong University of Science and Technology

    Wuhan, China

    7 h-index

    34 publications

    2.2K citations

1–8 of 471

Venues

  1. arXiv (Cornell University)

    Repository · 37 publications · 2.6K citations

    23

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 11 publications · 598 citations

    10

    h-index

  3. IEEE Transactions on Image Processing

    9 publications · 673 citations

    9

    h-index

  4. Pattern Recognition

    8 publications · 389 citations

    8

    h-index

  5. IEEE Access

    8 publications · 625 citations

    8

    h-index

1–5