Concepedia

Weakly Supervised Semantic Segmentation

Weakly Supervised Semantic Segmentation is a semantic segmentation approach that belongs to the category of supervised learning methods but is differentiated by its use of incomplete, limited, or noisy supervision—such as image-level labels, bounding boxes, or scribbles—instead of dense pixel-level annotations for training.

371

Publications

32.4K

Citations

1.3K

Authors

358

Institutions

Publications per year

2017–2026

335

Parents

Publications

371

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

Learning Pixel-Level Semantic Affinity with Image-Level Supervision for Weakly Supervised Semantic Segmentation

Jiwoon Ahn, Suha Kwak · 2018 · 862 citations

, , +11

Simple Does It: Weakly Supervised Instance and Semantic Segmentation

Anna Khoreva, Rodrigo Benenson, Jan Hosang et al. · 2017 · 823 citations

, , +14

LayerCAM: Exploring Hierarchical Class Activation Maps for Localization

Peng-Tao Jiang, Chang–Bin Zhang, Qibin Hou et al. · IEEE Transactions on Image Processing · 2021 · 783 citations

, , +16

1–5 of 371

Authors

1.3K

  1. YW
    Yunchao Wei

    Beijing Jiaotong University, China

    16 publications · 4K citations

    14

    h-index

  2. MC
    Ming‐Ming Cheng

    Nankai University, China

    10 publications · 3K citations

    10

    h-index

  3. GL
    Guosheng Lin

    Nanyang Technological University, Singapore

    10 publications · 569 citations

    10

    h-index

  4. ZZ
    Zhaoxiang Zhang

    Chinese Academy of Sciences, China

    9 publications · 745 citations

    9

    h-index

  5. JX
    Jimin Xiao

    Xi’an Jiaotong-Liverpool University, China

    8 publications · 552 citations

    8

    h-index

1–5 of 1.3K

Institutions

358

  1. Chinese Academy of Sciences

    Beijing, China

    19 h-index

    74 publications

    7.7K citations

  2. University of Chinese Academy of Sciences

    Beijing, China

    19 h-index

    63 publications

    7.5K citations

  3. Tsinghua University

    Beijing, China

    16 h-index

    55 publications

    4.4K citations

  4. Tencent (China)

    Shenzhen, China

    11 h-index

    24 publications

    1.8K citations

  5. Nanyang Technological University

    Singapore, Singapore

    11 h-index

    30 publications

    2.1K citations

  6. ETH Zurich

    Zurich, Switzerland

    10 h-index

    19 publications

    2.1K citations

  7. Harbin Institute of Technology

    Harbin, China

    9 h-index

    24 publications

    670 citations

  8. Seoul National University

    Seoul, South Korea

    9 h-index

    33 publications

    987 citations

1–8 of 358

Venues

  1. arXiv (Cornell University)

    Repository · 68 publications · 2.4K citations

    27

    h-index

  2. 18

    h-index

  3. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 18 publications · 1.8K citations

    17

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 16 publications · 1.4K citations

    15

    h-index

  5. IEEE Transactions on Image Processing

    13 publications · 1.7K citations

    12

    h-index

1–5