Unsupervised Anomaly Detection with Self-Training and Knowledge Distillation

Author:

Liu Hongbo1,Li Kai2,Li Xiu1,Zhang Yulun3

Affiliation:

1. Tsinghua University,Tsinghua Shenzhen International Graduate School,ShenZhen,China

2. NEC Labs,America

3. ETH Zurich

Publisher

IEEE

Reference25 articles.

1. OCGAN: One-Class Novelty Detection Using GANs With Constrained Latent Representations

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

3. PaDiM: A patch distribution modeling framework for anomaly detection and localization;defard;ICPR,2021

4. Sub-image anomaly detection with deep pyramid correspondences;cohen,2020

5. TrustMAE: A Noise-Resilient Defect Classification Framework using Memory-Augmented Auto-Encoders with Trust Regions

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1. CapNet: Learning Insulator Self-Blast From Bounding Box;IEEE Transactions on Instrumentation and Measurement;2024

2. Reconstruction error-assisted anomaly detection method for underground pipelines;Journal of Electronic Imaging;2023-11-28

3. Advancing Anomaly Detection in Time Series Data: A Knowledge Distillation Approach with LSTM Model;2023 Innovations in Intelligent Systems and Applications Conference (ASYU);2023-10-11

4. Self-Supervised Anomaly Detection from Anomalous Training Data via Iterative Latent Token Masking;2023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW);2023-10-02

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