Concepedia

Weakly Supervised Anomaly Detection

Weakly Supervised Anomaly Detection is a method within the broader category of anomaly detection in time series that leverages partially labeled or coarsely annotated data to learn anomalous patterns, distinguishing itself from fully supervised and unsupervised approaches by relying on limited or imprecise label information for model training.

124

Publications

8.1K

Citations

377

Authors

162

Institutions

Publications per year

2017–2026

118

Parents

Publications

124

Graph Convolutional Label Noise Cleaner: Train a Plug-And-Play Action Classifier for Anomaly Detection

Jia-Xing Zhong, Nannan Li, Weijie Kong et al. · 2019 · 554 citations

, , +15

Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning

Yu Tian, Guansong Pang, Yuanhong Chen et al. · 2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 2021 · 489 citations

, , +15

Anomaly Detection over Noisy Data Using Learned Probability Distributions

Eleazar Eskin · 2000 · 489 citations · Full text

, , +13

MIST: Multiple Instance Self-Training Framework for Video Anomaly Detection

Jia-Chang Feng, Fa-Ting Hong, Wei‐Shi Zheng · 2021 · 312 citations

, , +10

Self-Training Multi-Sequence Learning with Transformer for Weakly Supervised Video Anomaly Detection

Shuo Li, Fang Liu, Licheng Jiao · Proceedings of the AAAI Conference on Artificial Intelligence · 2022 · 243 citations · Full text

, , +15

1–5 of 124

Authors

377

  1. GP
    Guansong Pang

    Singapore Management University, Singapore

    5 publications · 811 citations

    6

    h-index

  2. MZ
    Muhammad Zaigham Zaheer

    Mohamed bin Zayed University of Artificial Intelligence, United Arab Emirates

    5 publications · 396 citations

    5

    h-index

  3. SL
    Seung‐Ik Lee

    Electronics and Telecommunications Research Institute, South Korea

    4 publications · 372 citations

    4

    h-index

  4. AM
    Arif Mahmood

    Information Technology University, Pakistan

    4 publications · 372 citations

    4

    h-index

  5. YZ
    Yanning Zhang

    Northwestern Polytechnical University, China

    2 publications · 198 citations

    3

    h-index

1–5 of 377

Institutions

162

  1. Xidian University

    Xi'an, China

    7 h-index

    20 publications

    2.3K citations

  2. Northwestern Polytechnical University

    Xi'an, China

    6 h-index

    14 publications

    1.2K citations

  3. Tianjin University

    Tianjin, China

    5 h-index

    14 publications

    573 citations

  4. Peng Cheng Laboratory

    Shenzhen, China

    5 h-index

    9 publications

    2.8K citations

  5. Lawrence Berkeley National Laboratory

    Berkeley, United States

    4 h-index

    7 publications

    257 citations

  6. Singapore Management University

    Singapore, Singapore

    4 h-index

    4 publications

    515 citations

  7. The University of Adelaide

    Adelaide, Australia

    4 h-index

    8 publications

    2.8K citations

  8. University of Chinese Academy of Sciences

    Beijing, China

    4 h-index

    13 publications

    1.1K citations

1–8 of 162

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 152 citations

    6

    h-index

  2. 5

    h-index

  3. 4

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 679 citations

    4

    h-index

  5. IEEE Signal Processing Letters

    4 publications · 262 citations

    4

    h-index

1–5