Concepedia

Annotation-efficient Segmentation

Annotation-Efficient Segmentation is a semantic segmentation paradigm that reduces the reliance on extensively annotated training data by leveraging techniques such as weak supervision, few-shot learning, or active labeling to achieve high segmentation performance with minimal human-labeled supervision.

54

Publications

2.6K

Citations

311

Authors

151

Institutions

Publications per year

2017–2026

53

Parents

Publications

54

Robust breast cancer detection in mammography and digital breast tomosynthesis using an annotation-efficient deep learning approach.

William Lotter, Abdul Rahman Diab, Bryan Haslam et al. · PubMed · 2021 · 409 citations

, , +16

Dark Model Adaptation: Semantic Image Segmentation from Daytime to Nighttime

Dengxin Dai, Luc Van Gool · 2018 · 200 citations

, , +12

Segment Anything for Microscopy

Anwai Archit, Luca Freckmann, Sushmita Nair et al. · Nature Methods · 2025 · 186 citations · Full text

, , +16

Video Polyp Segmentation: A Deep Learning Perspective

Ge-Peng Ji, Guobao Xiao, Yu-Cheng Chou et al. · Machine Intelligence Research · 2022 · 161 citations · Full text

, , +16

Polyp-SAM: transfer SAM for polyp segmentation

Mingzhe Hu, Xiaofeng Yang · 2024 · 92 citations

, , +12

1–5 of 54

Authors

311

  1. LV
    Luc Van Gool

    ETH Zurich, Switzerland

    4 publications · 448 citations

    4

    h-index

  2. DD
    Dengxin Dai

    ETH Zurich, Switzerland

    3 publications · 287 citations

    3

    h-index

  3. OL
    Oliver Lange

    Ludwig-Maximilians-Universität München, Germany

    2 publications · 55 citations

    2

    h-index

  4. RM
    Radek Mackowiak

    Heidelberg University, Germany

    2 publications · 55 citations

    2

    h-index

  5. GW
    Guotai Wang

    University of Electronic Science and Technology of China, China

    2 publications · 111 citations

    2

    h-index

1–5 of 311

Institutions

151

  1. Shanghai Artificial Intelligence Laboratory

    Shanghai, China

    3 h-index

    8 publications

    364 citations

  2. University of Electronic Science and Technology of China

    Chengdu, China

    3 h-index

    16 publications

    807 citations

  3. Shenzhen Institutes of Advanced Technology

    Shenzhen, China

    2 h-index

    8 publications

    137 citations

  4. Shanghai Jiao Tong University

    Shanghai, China

    2 h-index

    11 publications

    243 citations

  5. German Research Centre for Artificial Intelligence

    Kaiserslautern, Germany

    2 h-index

    9 publications

    1.2K citations

  6. University of Rochester

    Rochester, United States

    2 h-index

    3 publications

    135 citations

  7. Henan Provincial People's Hospital

    Zhengzhou, China

    2 h-index

    4 publications

    451 citations

  8. Stanford University

    Stanford, United States

    2 h-index

    3 publications

    857 citations

1–8 of 151

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 319 citations

    11

    h-index

  2. IEEE Transactions on Medical Imaging

    9 publications · 327 citations

    9

    h-index

  3. Medical Image Analysis

    2 publications · 44 citations

    2

    h-index

  4. IEEE Transactions on Artificial Intelligence

    AI · 1 publications · 16 citations

    1

    h-index

  5. Repository for Publications and Research Data (ETH Zurich)

    Repository · 1 publications · 67 citations

    1

    h-index

1–5