Concepedia

Unsupervised Defect Detection

Unsupervised Defect Detection is a defect detection paradigm that belongs to the class of unsupervised learning methods, distinguished by its ability to identify anomalies or defects in data without requiring labeled examples of defective instances.

97

Publications

6.9K

Citations

326

Authors

140

Institutions

Publications per year

2017–2026

82

Parents

Publications

97

MVTec AD — A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection

Paul Bergmann, Michael Fauser, David Sattlegger et al. · 2019 · 1.8K citations

, , +16

The MVTec Anomaly Detection Dataset: A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection

Paul Bergmann, Kilian Batzner, Michael Fauser et al. · International Journal of Computer Vision · 2021 · 508 citations · Full text

, , +16

Improving Unsupervised Defect Segmentation by Applying Structural Similarity to Autoencoders

Paul Bergmann, Sindy Löwe, Michael Fauser et al. · 2019 · 441 citations · Full text

, , +13

Improving Unsupervised Defect Segmentation by Applying Structural Similarity to Autoencoders

Paul Bergmann, Sindy Löwe, Michael Fauser et al. · 2019 · 332 citations

, , +13

An Unsupervised-Learning-Based Approach for Automated Defect Inspection on Textured Surfaces

Shuang Mei, Hua Yang, Zhouping Yin · IEEE Transactions on Instrumentation and Measurement · 2018 · 306 citations

, , +16

1–5 of 97

Authors

326

  1. SL
    Shuai Lu

    Beijing Institute of Technology, China

    4 publications · 118 citations

    4

    h-index

  2. CS
    Carsten Steger

    Software (Germany), Germany

    4 publications · 3.1K citations

    4

    h-index

  3. PB
    Paul Bergmann

    Software (Germany), Germany

    4 publications · 3.1K citations

    4

    h-index

  4. MF
    Michael Fauser

    Software (Germany), Germany

    4 publications · 3.1K citations

    4

    h-index

  5. DS
    David Sattlegger

    Technical University of Munich, Germany

    4 publications · 3.1K citations

    4

    h-index

1–5 of 326

Institutions

140

  1. Huazhong University of Science and Technology

    Wuhan, China

    5 h-index

    14 publications

    1.3K citations

  2. Nanyang Technological University

    Singapore, Singapore

    4 h-index

    12 publications

    370 citations

  3. Xi'an Polytechnic University

    Xi'an, China

    4 h-index

    10 publications

    282 citations

  4. Zhejiang University

    Hangzhou, China

    3 h-index

    4 publications

    75 citations

  5. Beijing Institute of Technology

    Beijing, China

    3 h-index

    3 publications

    102 citations

  6. Nanjing University

    Nanjing, China

    3 h-index

    10 publications

    641 citations

  7. State Key Laboratory of Industrial Control Technology

    Hangzhou, China

    3 h-index

    11 publications

    387 citations

  8. Hangzhou Normal University

    Hangzhou, China

    3 h-index

    3 publications

    102 citations

1–8 of 140

Venues

  1. 8

    h-index

  2. IEEE Access

    6 publications · 256 citations

    6

    h-index

  3. IEEE Transactions on Industrial Informatics

    5 publications · 265 citations

    6

    h-index

  4. Textile Research Journal

    4 publications · 115 citations

    4

    h-index

  5. Sensors

    3 publications · 67 citations

    4

    h-index

1–5