Concepedia

Self-supervised Segmentation

Self-Supervised Segmentation is a machine learning approach within semantic segmentation that leverages unlabeled data by generating pseudo-supervisory signals through pretext tasks, thereby distinguishing itself from fully supervised methods by eliminating the reliance on manually annotated ground truth labels.

224

Publications

11.4K

Citations

961

Authors

336

Institutions

Publications per year

2017–2026

211

Parents

Publications

224

Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation

Pan Zhang, Bo Zhang, Ting Zhang et al. · 2021 · 510 citations

, , +16

Multi-view self-supervised deep learning for 6D pose estimation in the Amazon Picking Challenge

Andy Zeng, Kuan‐Ting Yu, Shuran Song et al. · 2017 · 487 citations

, , +17

Colorization as a Proxy Task for Visual Understanding

Gustav Larsson, Michael Maire, Gregory Shakhnarovich · 2017 · 485 citations

, , +16

Unsupervised Intra-Domain Adaptation for Semantic Segmentation Through Self-Supervision

Fei Pan, Inkyu Shin, François Rameau et al. · 2020 · 375 citations

, , +11

Weakly-Supervised Semantic Segmentation via Sub-Category Exploration

Yu-Ting Chang, Qiaosong Wang, Wei-Chih Hung et al. · 2020 · 315 citations

, , +16

1–5 of 224

Authors

961

  1. WS
    Wei Shen

    Shanghai University, China

    3 publications · 295 citations

    3

    h-index

  2. LV
    Luc Van Gool

    ETH Zurich, Switzerland

    3 publications · 176 citations

    3

    h-index

  3. ZZ
    Zhun Zhong

    University of Trento, Italy

    3 publications · 163 citations

    3

    h-index

  4. DD
    Dengxin Dai

    ETH Zurich, Switzerland

    3 publications · 176 citations

    3

    h-index

  5. FW
    Fang Wen

    Microsoft Research Asia (China), China

    3 publications · 558 citations

    3

    h-index

1–5 of 961

Institutions

336

  1. University of Science and Technology of China

    Hefei, China

    7 h-index

    22 publications

    1.6K citations

  2. Zhejiang University

    Hangzhou, China

    6 h-index

    18 publications

    632 citations

  3. Google (United States)

    Mountain View, United States

    5 h-index

    9 publications

    1K citations

  4. University of Oxford

    Oxford, United Kingdom

    5 h-index

    15 publications

    1.4K citations

  5. Central South University

    Changsha, China

    5 h-index

    23 publications

    1.3K citations

  6. Shanghai Jiao Tong University

    Shanghai, China

    5 h-index

    19 publications

    875 citations

  7. Technical University of Munich

    Munich, Germany

    4 h-index

    7 publications

    425 citations

  8. ETH Zurich

    Zurich, Switzerland

    4 h-index

    14 publications

    1.6K citations

1–8 of 336

Venues

  1. arXiv (Cornell University)

    Repository · 35 publications · 972 citations

    18

    h-index

  2. 2021 IEEE/CVF International Conference on Computer Vision (ICCV)

    Conference · 9 publications · 732 citations

    9

    h-index

  3. IEEE Transactions on Medical Imaging

    9 publications · 535 citations

    9

    h-index

  4. 5

    h-index

  5. Medical Image Analysis

    4 publications · 311 citations

    4

    h-index

1–5