Concepedia

Unsupervised Anomaly Detection

Unsupervised Anomaly Detection is a methodological framework within anomaly detection that identifies rare or deviant patterns in data without relying on labeled instances, distinguishing itself from supervised and semi-supervised approaches by exclusively leveraging the intrinsic structure of unlabeled datasets to model normal behavior and flag outliers.

1.4K

Publications

88.2K

Citations

6.9K

Authors

1.4K

Institutions

Publications per year

2017–2026

1.1K

Parents

Publications

1.4K

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

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

, , +16

Memorizing Normality to Detect Anomaly: Memory-Augmented Deep Autoencoder for Unsupervised Anomaly Detection

Dong Gong, Lingqiao Liu, Vuong Le et al. · 2019 · 1.7K citations

, , +14

An overview of anomaly detection techniques: Existing solutions and latest technological trends

Animesh Patcha, Jung‐Min Park · Computer Networks · 2007 · 1.5K citations

, , +14

f-AnoGAN: Fast unsupervised anomaly detection with generative adversarial networks

Thomas Schlegl, Philipp Seeböck, Sebastian M. Waldstein et al. · Medical Image Analysis · 2019 · 1.5K citations

, , +11

Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection

Bo Zong, Song Qi, Martin Renqiang Min et al. · 2018 · 1.1K citations

, , +16

1–5 of 1.4K

Authors

6.9K

  1. GP
    Guansong Pang

    Singapore Management University, Singapore

    11 publications · 868 citations

    11

    h-index

  2. DP
    Dan Pei

    Tsinghua University, China

    11 publications · 1.3K citations

    11

    h-index

  3. GA
    Gian Antonio Susto

    University of Padua, Italy

    8 publications · 529 citations

    9

    h-index

  4. CL
    Christopher Leckie

    The University of Melbourne, Australia

    9 publications · 558 citations

    9

    h-index

  5. MK
    Marius Kloft

    University of Kaiserslautern, Germany

    8 publications · 373 citations

    8

    h-index

1–5 of 6.9K

Institutions

1.4K

  1. Tsinghua University

    Beijing, China

    21 h-index

    106 publications

    16.3K citations

  2. Chinese Academy of Sciences

    Beijing, China

    20 h-index

    110 publications

    7.6K citations

  3. National University of Defense Technology

    Changsha, China

    15 h-index

    78 publications

    3.5K citations

  4. Harbin Institute of Technology

    Harbin, China

    15 h-index

    53 publications

    3.1K citations

  5. Fudan University

    Shanghai, China

    14 h-index

    29 publications

    1.2K citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    14 h-index

    166 publications

    5.8K citations

  7. University of Chinese Academy of Sciences

    Beijing, China

    14 h-index

    56 publications

    3.8K citations

  8. Shanghai Jiao Tong University

    Shanghai, China

    13 h-index

    70 publications

    2.7K citations

1–8 of 1.4K

Venues

  1. arXiv (Cornell University)

    Repository · 90 publications · 3.7K citations

    33

    h-index

  2. IEEE Access

    42 publications · 3.1K citations

    31

    h-index

  3. Sensors

    21 publications · 803 citations

    19

    h-index

  4. 17

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 18 publications · 2.1K citations

    16

    h-index

1–5