Concepedia

Semi-supervised Defect Detection

Semi-Supervised Defect Detection is a defect detection framework that leverages both a small set of labeled defective samples and a large pool of unlabeled data to improve detection accuracy by exploiting underlying data structures and patterns through semi-supervised learning mechanisms.

76

Publications

3.9K

Citations

265

Authors

100

Institutions

Publications per year

2017–2026

56

Parents

Publications

76

Surface defect classification of steels with a new semi-supervised learning method

He Di, Ke Xu, Peng Zhou · Optics and Lasers in Engineering · 2019 · 236 citations

, , +14

MemSeg: A semi-supervised method for image surface defect detection using differences and commonalities

Minghui Yang, Peng Wu, Hui Feng · Engineering Applications of Artificial Intelligence · 2023 · 227 citations

, , +12

Sample-based software defect prediction with active and semi-supervised learning

Ming Li, Hongyu Zhang, Rongxin Wu et al. · Automated Software Engineering · 2011 · 190 citations

, , +14

A semi-supervised convolutional neural network-based method for steel surface defect recognition

Yiping Gao, Liang Gao, Xinyu Li et al. · Robotics and Computer-Integrated Manufacturing · 2019 · 190 citations

, , +14

Semi-supervised defect classification of steel surface based on multi-training and generative adversarial network

Yu He, Kechen Song, Hongwen Dong et al. · Optics and Lasers in Engineering · 2019 · 166 citations · Full text

, , +16

1–5 of 76

Authors

265

  1. XJ
    Xiao‐Yuan Jing

    Wuhan University, China

    4 publications · 312 citations

    4

    h-index

  2. TM
    Taghi M. Khoshgoftaar

    Florida Atlantic University, United States

    3 publications · 191 citations

    3

    h-index

  3. SM
    Siyamalan Manivannan

    University of Jaffna, Sri Lanka

    3 publications · 86 citations

    3

    h-index

  4. XL
    Xinyu Li

    Huazhong University of Science and Technology, China

    3 publications · 282 citations

    3

    h-index

  5. NS
    Naeem Seliya

    Florida Atlantic University, United States

    3 publications · 191 citations

    3

    h-index

1–5 of 265

Institutions

100

  1. Wuhan University

    Wuhan, China

    5 h-index

    11 publications

    722 citations

  2. Huazhong University of Science and Technology

    Wuhan, China

    5 h-index

    19 publications

    1.4K citations

  3. Nanjing University of Posts and Telecommunications

    Nanjing, China

    4 h-index

    16 publications

    1.4K citations

  4. Florida Atlantic University

    Boca Raton, United States

    3 h-index

    4 publications

    229 citations

  5. University of Michigan–Dearborn

    Dearborn, United States

    3 h-index

    3 publications

    191 citations

  6. University of Electronic Science and Technology of China

    Chengdu, China

    3 h-index

    12 publications

    255 citations

  7. University of Jaffna

    Jaffna, Sri Lanka

    3 h-index

    3 publications

    86 citations

  8. China University of Mining and Technology

    Xuzhou, China

    2 h-index

    6 publications

    150 citations

1–8 of 100

Venues

  1. Sensors

    5 publications · 147 citations

    5

    h-index

  2. IEEE Access

    4 publications · 157 citations

    4

    h-index

  3. 3

    h-index

  4. IEEE Transactions on Industrial Informatics

    3 publications · 85 citations

    3

    h-index

  5. Measurement

    2 publications · 37 citations

    2

    h-index

1–5