Concepedia

Weakly Supervised Segmentation

Weakly Supervised Segmentation is an image segmentation paradigm that belongs to the broader class of supervised learning methods but is distinguished by its reliance on limited or inexact forms of annotation—such as image-level labels, bounding boxes, or scribbles—rather than requiring dense pixel-level ground truth masks for training.

610

Publications

52.7K

Citations

2.2K

Authors

608

Institutions

Publications per year

2017–2026

553

Parents

Publications

610

Deep Inside Convolutional Networks: Visualising Image Classification\n Models and Saliency Maps

Karen Simonyan, Andrea Vedaldi, Andrew Zisserman · arXiv (Cornell University) · 2013 · 4.9K citations · Full text

, , +17

Clinical-grade computational pathology using weakly supervised deep learning on whole slide images

Gabriele Campanella, Matthew G. Hanna, Luke Geneslaw et al. · Nature Medicine · 2019 · 2.6K citations · Full text

, , +16

Weakly-and Semi-Supervised Learning of a Deep Convolutional Network for Semantic Image Segmentation

George Papandreou, Liang-Chieh Chen, Kevin Murphy et al. · 2015 · 1.1K citations

, , +16

Object Region Mining with Adversarial Erasing: A Simple Classification to Semantic Segmentation Approach

Yunchao Wei, Jiashi Feng, Xiaodan Liang et al. · 2017 · 901 citations

, , +11

Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps

Karen Simonyan, Andrea Vedaldi, Andrew Zisserman · arXiv (Cornell University) · 2013 · 893 citations · Full text

, , +17

1–5 of 610

Authors

2.2K

  1. YW
    Yunchao Wei

    Beijing Jiaotong University, China

    16 publications · 3.3K citations

    14

    h-index

  2. XW
    Xinggang Wang

    Huazhong University of Science and Technology, China

    11 publications · 1.6K citations

    11

    h-index

  3. GL
    Guosheng Lin

    Nanyang Technological University, Singapore

    11 publications · 600 citations

    10

    h-index

  4. ZZ
    Zhaoxiang Zhang

    Chinese Academy of Sciences, China

    10 publications · 756 citations

    10

    h-index

  5. IB
    Ismail Ben Ayed

    École de Technologie Supérieure, Canada

    10 publications · 589 citations

    10

    h-index

1–5 of 2.2K

Institutions

608

  1. University of Chinese Academy of Sciences

    Beijing, China

    22 h-index

    78 publications

    9.6K citations

  2. Chinese Academy of Sciences

    Beijing, China

    19 h-index

    89 publications

    8.5K citations

  3. Tsinghua University

    Beijing, China

    19 h-index

    66 publications

    5.4K citations

  4. Tencent (China)

    Shenzhen, China

    16 h-index

    36 publications

    2.2K citations

  5. Zhejiang University

    Hangzhou, China

    16 h-index

    52 publications

    4K citations

  6. Nanyang Technological University

    Singapore, Singapore

    15 h-index

    40 publications

    2.5K citations

  7. University of Electronic Science and Technology of China

    Chengdu, China

    14 h-index

    42 publications

    1.8K citations

  8. ETH Zurich

    Zurich, Switzerland

    14 h-index

    25 publications

    2.4K citations

1–8 of 608

Venues

  1. arXiv (Cornell University)

    Repository · 96 publications · 8.9K citations

    30

    h-index

  2. 20

    h-index

  3. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 23 publications · 1.9K citations

    19

    h-index

  4. IEEE Transactions on Medical Imaging

    20 publications · 2.1K citations

    18

    h-index

  5. Medical Image Analysis

    18 publications · 1.5K citations

    17

    h-index

1–5