Concepedia

Weakly Supervised Defect Detection

Weakly Supervised Defect Detection is a defect detection paradigm that belongs to the class of machine learning approaches utilizing incomplete, inexact, or imprecise supervision, distinguished by its reliance on limited or coarse-grained labels—such as image-level annotations instead of pixel-level annotations—to train models for identifying defects in industrial or material inspection tasks.

47

Publications

2.5K

Citations

198

Authors

66

Institutions

Publications per year

2017–2026

44

Parents

Publications

47

Mixed supervision for surface-defect detection: From weakly to fully supervised learning

Jakob Božič, Domen Tabernik, Danijel Skočaj · Computers in Industry · 2021 · 332 citations · Full text

, , +15

Steel Surface Defect Recognition: A Survey

Xin Wen, Jvran Shan, Yu He et al. · Coatings · 2022 · 172 citations · Full text

, , +17

Improving defect prediction with deep forest

Tianchi Zhou, Xiaobing Sun, Xin Xia et al. · Information and Software Technology · 2019 · 130 citations

, , +13

Computer-aided diagnosis from weak supervision: A benchmarking study

Melih Kandemir, Fred A. Hamprecht · Computerized Medical Imaging and Graphics · 2014 · 122 citations

, , +10

Using contextual features and multi-view ensemble learning in product defect identification from online discussion forums

Yao Liu, Cuiqing Jiang, Huimin Zhao · Decision Support Systems · 2017 · 115 citations

, , +15

1–5 of 47

Authors

198

  1. XW
    Xinggang Wang

    Huazhong University of Science and Technology, China

    3 publications · 94 citations

    3

    h-index

  2. KS
    Kechen Song

    Northeastern University, China

    3 publications · 248 citations

    3

    h-index

  3. YC
    Yanlong Cao

    Zhejiang University, China

    2 publications · 69 citations

    2

    h-index

  4. YC
    Yanpeng Cao

    Zhejiang University, China

    3 publications · 109 citations

    2

    h-index

  5. SN
    Shuanlong Niu

    Huazhong University of Science and Technology, China

    2 publications · 81 citations

    2

    h-index

1–5 of 198

Institutions

66

  1. Northeastern University

    Shenyang, China

    6 h-index

    24 publications

    960 citations

  2. Northwestern Polytechnical University

    Xi'an, China

    2 h-index

    3 publications

    168 citations

  3. Zhejiang University

    Hangzhou, China

    2 h-index

    9 publications

    349 citations

  4. Southeast University

    Nanjing, China

    2 h-index

    7 publications

    282 citations

  5. Yangzhou University

    Yangzhou, China

    2 h-index

    4 publications

    472 citations

  6. Huazhong University of Science and Technology

    Wuhan, China

    2 h-index

    8 publications

    244 citations

  7. South China University of Technology

    Guangzhou, China

    2 h-index

    5 publications

    186 citations

  8. Harbin Institute of Technology

    Harbin, China

    2 h-index

    7 publications

    140 citations

1–8 of 66

Venues

  1. 3

    h-index

  2. Journal of Intelligent Manufacturing

    2 publications · 60 citations

    2

    h-index

  3. Computerized Medical Imaging and Graphics

    CMIG · 2 publications · 168 citations

    2

    h-index

  4. Pattern Recognition

    2 publications · 126 citations

    2

    h-index

  5. Measurement

    2 publications · 106 citations

    2

    h-index

1–5