Concepedia

Few-shot Semantic Segmentation

Few-Shot Semantic Segmentation is a specialized paradigm within image segmentation that enables the precise categorization of pixels into predefined classes using only a minimal number of annotated support examples per class, thereby addressing the challenge of generalizing segmentation models under extreme data scarcity.

107

Publications

9.2K

Citations

425

Authors

151

Institutions

Publications per year

2017–2026

107

Parents

Publications

107

PANet: Few-Shot Image Semantic Segmentation With Prototype Alignment

Kaixin Wang, Jun Hao Liew, Yingtian Zou et al. · 2019 · 1.4K citations

, , +11

CANet: Class-Agnostic Segmentation Networks With Iterative Refinement and Attentive Few-Shot Learning

Chi Zhang, Guosheng Lin, Fayao Liu et al. · 2019 · 662 citations · Full text

, , +16

Prior Guided Feature Enrichment Network for Few-Shot Segmentation

Zhuotao Tian, Hengshuang Zhao, Michelle Shu et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2020 · 586 citations

, , +10

Few-Shot Semantic Segmentation with Prototype Learning.

Nanqing Dong, Eric P. Xing · British Machine Vision Conference · 2018 · 318 citations

, , +11

SegGPT: Towards Segmenting Everything In Context

Xinlong Wang, Xiaosong Zhang, Yue Cao et al. · 2023 · 271 citations

, , +16

1–5 of 107

Authors

425

  1. GL
    Guosheng Lin

    Nanyang Technological University, Singapore

    6 publications · 916 citations

    6

    h-index

  2. CS
    Chunhua Shen

    The University of Adelaide, Australia

    5 publications · 1.1K citations

    5

    h-index

  3. JJ
    Jiaya Jia

    Chinese University of Hong Kong, Hong Kong SAR China

    5 publications · 929 citations

    5

    h-index

  4. ZT
    Zhuotao Tian

    Chinese University of Hong Kong, Hong Kong SAR China

    5 publications · 929 citations

    5

    h-index

  5. RY
    Rui Yao

    China University of Mining and Technology, China

    4 publications · 750 citations

    4

    h-index

1–5 of 425

Institutions

151

  1. University of Chinese Academy of Sciences

    Beijing, China

    11 h-index

    31 publications

    1.8K citations

  2. Chinese Academy of Sciences

    Beijing, China

    7 h-index

    24 publications

    2K citations

  3. Nanyang Technological University

    Singapore, Singapore

    6 h-index

    15 publications

    2.2K citations

  4. National University of Singapore

    Singapore, Singapore

    5 h-index

    11 publications

    7.2K citations

  5. Tsinghua University

    Beijing, China

    5 h-index

    8 publications

    420 citations

  6. South China University of Technology

    Guangzhou, China

    4 h-index

    17 publications

    772 citations

  7. University of Amsterdam

    Amsterdam, The Netherlands

    4 h-index

    7 publications

    782 citations

  8. University of Macau

    Macao, Macao

    4 h-index

    4 publications

    289 citations

1–8 of 151

Venues

  1. arXiv (Cornell University)

    Repository · 17 publications · 725 citations

    14

    h-index

  2. IEEE Transactions on Multimedia

    6 publications · 261 citations

    6

    h-index

  3. IEEE Transactions on Image Processing

    5 publications · 228 citations

    5

    h-index

  4. 4

    h-index

  5. 4

    h-index

1–5