Neural Network Training Strategy To Enhance Anomaly Detection Performance: A Perspective On Reconstruction Loss Amplification

Author:

Park YeongHyeon1,Kang Sungho1,Kim Myung Jin2,Jeong Hyeonho3,Park Hyunkyu1,Kim Hyeong Seok2,Yi Juneho1

Affiliation:

1. Sungkyunkwan University,Department of Electrical and Computer Engineering

2. SK Planet Co., Ltd.

3. Sungkyunkwan University,College of Computing

Publisher

IEEE

Reference20 articles.

1. Visualizing the loss landscape of neural nets;Li;Advances in Neural Information Processing Systems,2018

2. Averaging weights leads to wider optima and better generalization;Izmailov

3. Adversarial pixel restoration as a pretext task for transferable perturbations;Malik

4. GANomaly: Semi-supervised Anomaly Detection via Adversarial Training

5. Anomaly detection in particulate matter sensor using hypothesis pruning generative adversarial network

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