Concepedia

Unsupervised Defect Classification

Unsupervised Defect Classification is a defect classification approach that autonomously identifies and categorizes defects without relying on labeled training data by leveraging intrinsic data structures and patterns.

25

Publications

1.5K

Citations

97

Authors

43

Institutions

Publications per year

2017–2026

14

Parents

Publications

25

PCA-Based Feature Selection Scheme for Machine Defect Classification

A. Malhi, Robert X. Gao · IEEE Transactions on Instrumentation and Measurement · 2004 · 573 citations

, , +17

Cross-project defect prediction using a connectivity-based unsupervised classifier

Feng Zhang, Quan Zheng, Ying Zou et al. · 2016 · 249 citations

, , +17

Unsupervised weld defect classification in radiographic images using multivariate generalized Gaussian mixture model with exact computation of mean and shape parameters

Nafaâ Nacereddine, Aïcha Baya Goumeidane, Djemel Ziou · Computers in Industry · 2019 · 69 citations

, , +17

An unsupervised machine learning algorithm for in-situ defect-detection in laser powder-bed fusion

Katayoon Taherkhani, Christopher Eischer, Ehsan Toyserkani · Journal of Manufacturing Processes · 2022 · 66 citations

, , +14

A comprehensive comparative study of clustering-based unsupervised defect prediction models

Zhou Xu, Li Li, Meng Yan et al. · Journal of Systems and Software · 2020 · 56 citations

, , +14

1–5 of 25

Authors

97

  1. TB
    Teguh Bharata Adji

    Universitas Gadjah Mada, Indonesia

    2 publications · 30 citations

    2

    h-index

  2. RF
    Ridi Ferdiana

    Universitas Gadjah Mada, Indonesia

    2 publications · 30 citations

    2

    h-index

  3. AM
    Aris Marjuni

    Universitas Gadjah Mada, Indonesia

    2 publications · 30 citations

    2

    h-index

  4. BM
    B.G. Mertzios

    Democritus University of Thrace, Greece

    1 publications · 20 citations

    1

    h-index

  5. HF
    Hiromitsu Fujii

    The University of Tokyo, Japan

    1 publications · 12 citations

    1

    h-index

1–5 of 97

Institutions

43

  1. Universitas Dian Nuswantoro

    Semarang, Indonesia

    2 h-index

    2 publications

    30 citations

  2. Universitas Gadjah Mada

    Yogyakarta, Indonesia

    2 h-index

    6 publications

    90 citations

  3. Monash University

    Melbourne, Australia

    1 h-index

    2 publications

    112 citations

  4. University of Massachusetts Amherst

    Amherst Center, United States

    1 h-index

    2 publications

    1.1K citations

  5. Wuhan University of Technology

    Wuhan, China

    1 h-index

    1 publications

    24 citations

  6. Huazhong University of Science and Technology

    Wuhan, China

    1 h-index

    6 publications

    144 citations

  7. Centro Tecnológico del Mar

    Vigo, Spain

    1 h-index

    1 publications

    12 citations

  8. Central South University

    Changsha, China

    1 h-index

    3 publications

    39 citations

1–8 of 43

Venues

  1. Sensors

    3 publications · 51 citations

    3

    h-index

  2. IEEE Access

    2 publications · 64 citations

    2

    h-index

  3. 1

    h-index

  4. Journal of Manufacturing Processes

    JMP · 1 publications · 66 citations

    1

    h-index

  5. Journal Of Big Data

    1 publications · 18 citations

    1

    h-index

1–5