Concepedia

Few-shot Segmentation

Few-Shot Segmentation is a specialized image segmentation framework that enables the precise delineation of object regions in a target image by learning from a small set of annotated support examples, typically limited to one or few instances per object category.

209

Publications

15.3K

Citations

830

Authors

272

Institutions

Publications per year

2017–2026

209

Parents

Publications

209

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

Adaptive Prototype Learning and Allocation for Few-Shot Segmentation

Gen Li, Varun Jampani, Laura Sevilla-Lara et al. · 2021 · 426 citations

, , +11

WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation

Jongheon Jeong, Taewan Kim, Dongqing Zhang et al. · 2023 · 363 citations

, , +14

1–5 of 209

Authors

830

  1. GL
    Guosheng Lin

    Nanyang Technological University, Singapore

    12 publications · 1.3K citations

    12

    h-index

  2. JH
    Junwei Han

    Northwestern Polytechnical University, China

    11 publications · 1.2K citations

    11

    h-index

  3. GC
    Gong Cheng

    Northwestern Polytechnical University, China

    9 publications · 1K citations

    9

    h-index

  4. CL
    Chunbo Lang

    Northwestern Polytechnical University, China

    8 publications · 949 citations

    8

    h-index

  5. FL
    Fayao Liu

    Nanyang Technological University, Singapore

    7 publications · 1K citations

    7

    h-index

1–5 of 830

Institutions

272

  1. University of Chinese Academy of Sciences

    Beijing, China

    14 h-index

    35 publications

    1.3K citations

  2. Nanyang Technological University

    Singapore, Singapore

    12 h-index

    34 publications

    3.3K citations

  3. Northwestern Polytechnical University

    Xi'an, China

    11 h-index

    42 publications

    4.7K citations

  4. Northeastern University

    Shenyang, China

    7 h-index

    29 publications

    2.5K citations

  5. Chinese Academy of Sciences

    Beijing, China

    7 h-index

    23 publications

    856 citations

  6. South China University of Technology

    Guangzhou, China

    7 h-index

    31 publications

    1.3K citations

  7. Tsinghua University

    Beijing, China

    6 h-index

    10 publications

    522 citations

  8. Tencent (China)

    Shenzhen, China

    5 h-index

    20 publications

    708 citations

1–8 of 272

Venues

  1. arXiv (Cornell University)

    Repository · 31 publications · 1.2K citations

    19

    h-index

  2. Medical Image Analysis

    9 publications · 629 citations

    9

    h-index

  3. 8

    h-index

  4. IEEE Transactions on Multimedia

    7 publications · 299 citations

    7

    h-index

  5. IEEE Transactions on Image Processing

    7 publications · 270 citations

    7

    h-index

1–5