Concepedia

Few-shot Object Recognition

Few-Shot Object Recognition is a subfield of object recognition that focuses on the development of models capable of accurately identifying novel object categories from a limited number of labeled training examples per class.

49

Publications

5.2K

Citations

185

Authors

70

Institutions

Publications per year

2017–2026

49

Parents

Publications

49

Meta-Transfer Learning for Few-Shot Learning

Qianru Sun, Yaoyao Liu, Tat‐Seng Chua et al. · 2019 · 1.3K citations

, , +17

Dynamic Few-Shot Visual Learning Without Forgetting

Spyros Gidaris, Nikos Komodakis · 2018 · 1.1K citations

, , +13

Adaptive Subspaces for Few-Shot Learning

Christian Simon, Piotr Koniusz, Richard Nock et al. · 2020 · 451 citations

, , +12

Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification

Jiangtao Xie, Fei Long, Jiaming Lv et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 279 citations

, , +14

SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning

Yan Wang, Wei‐Lun Chao, Kilian Q. Weinberger et al. · arXiv (Cornell University) · 2019 · 233 citations · Full text

, , +13

1–5 of 49

Authors

185

  1. ZW
    Zhirong Wu

    Microsoft Research Asia (China), China

    2 publications · 73 citations

    2

    h-index

  2. AK
    Abhishek Kumar

    Georgia Institute of Technology, United States

    2 publications · 349 citations

    2

    h-index

  3. RF
    Rogério Feris

    IBM (United States), United States

    2 publications · 349 citations

    2

    h-index

  4. NK
    Nikos Komodakis

    École nationale des ponts et chaussées, France

    2 publications · 1.2K citations

    2

    h-index

  5. BS
    Bernt Schiele

    Max Planck Institute for Informatics, Germany

    2 publications · 1.3K citations

    2

    h-index

1–5 of 185

Institutions

70

  1. Tianjin University

    Tianjin, China

    4 h-index

    9 publications

    1.7K citations

  2. Tsinghua University

    Beijing, China

    3 h-index

    3 publications

    165 citations

  3. Sun Yat-sen University

    Guangzhou, China

    3 h-index

    7 publications

    314 citations

  4. Xidian University

    Xi'an, China

    3 h-index

    9 publications

    335 citations

  5. National University of Defense Technology

    Changsha, China

    2 h-index

    9 publications

    318 citations

  6. Northwestern Polytechnical University

    Xi'an, China

    2 h-index

    3 publications

    84 citations

  7. Pennsylvania State University

    State College, United States

    2 h-index

    3 publications

    53 citations

  8. Max Planck Institute for Informatics

    Saarbrücken, Germany

    2 h-index

    3 publications

    2.6K citations

1–8 of 70

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 896 citations

    12

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 111 citations

    4

    h-index

  3. 3

    h-index

  4. 2

    h-index

  5. IEEE Transactions on Image Processing

    2 publications · 86 citations

    2

    h-index

1–5