Concepedia

Weakly Supervised Object Detection

Weakly Supervised Object Detection is an object detection paradigm that belongs to the broader class of supervised learning methods but is distinguished by its reliance on incomplete or coarse-grained supervision, such as image-level labels instead of precise bounding box annotations, to localize and recognize objects within images.

358

Publications

30.6K

Citations

1.1K

Authors

345

Institutions

Publications per year

2017–2026

310

Parents

Publications

358

CutMix: Regularization Strategy to Train Strong Classifiers With Localizable Features

Sangdoo Yun, Dongyoon Han, Sanghyuk Chun et al. · 2019 · 4.7K citations

, , +16

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

Object Detection in Optical Remote Sensing Images Based on Weakly Supervised Learning and High-Level Feature Learning

Junwei Han, Dingwen Zhang, Gong Cheng et al. · IEEE Transactions on Geoscience and Remote Sensing · 2014 · 738 citations

, , +17

A survey and performance evaluation of deep learning methods for small object detection

Yang Liu, Peng Sun, Nickolas M. Wergeles et al. · Expert Systems with Applications · 2021 · 629 citations

, , +15

CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features

Sangdoo Yun, Dongyoon Han, Seong Joon Oh et al. · arXiv (Cornell University) · 2019 · 614 citations · Full text

, , +16

1–5 of 358

Authors

1.1K

  1. JH
    Junwei Han

    Northwestern Polytechnical University, China

    19 publications · 2.1K citations

    19

    h-index

  2. GC
    Gong Cheng

    Northwestern Polytechnical University, China

    15 publications · 1.7K citations

    15

    h-index

  3. FW
    Fang Wan

    University of Chinese Academy of Sciences, China

    13 publications · 1.3K citations

    13

    h-index

  4. QY
    Qixiang Ye

    University of Chinese Academy of Sciences, China

    12 publications · 1.3K citations

    12

    h-index

  5. XY
    Xiwen Yao

    Northwestern Polytechnical University, China

    11 publications · 703 citations

    11

    h-index

1–5 of 1.1K

Institutions

345

  1. Northwestern Polytechnical University

    Xi'an, China

    25 h-index

    108 publications

    10.9K citations

  2. University of Chinese Academy of Sciences

    Beijing, China

    18 h-index

    65 publications

    7.8K citations

  3. Chinese Academy of Sciences

    Beijing, China

    17 h-index

    60 publications

    3.4K citations

  4. Tencent (China)

    Shenzhen, China

    14 h-index

    31 publications

    2K citations

  5. University of Technology Sydney

    Sydney, Australia

    13 h-index

    23 publications

    2.6K citations

  6. Peng Cheng Laboratory

    Shenzhen, China

    13 h-index

    13 publications

    1.1K citations

  7. Xiamen University

    Xiamen, China

    11 h-index

    38 publications

    1.9K citations

  8. National University of Singapore

    Singapore, Singapore

    10 h-index

    28 publications

    3.5K citations

1–8 of 345

Venues

  1. arXiv (Cornell University)

    Repository · 47 publications · 2K citations

    22

    h-index

  2. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 20 publications · 2.3K citations

    18

    h-index

  3. IEEE Transactions on Image Processing

    19 publications · 1.7K citations

    16

    h-index

  4. 14

    h-index

  5. 12

    h-index

1–5