GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training

17 May 2018

S. Akçay

Amir Atapour-Abarghouei

T. Breckon

GAN

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Papers citing "GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training"

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Title
ARCADE: Adversarially Regularized Convolutional Autoencoder for Network Anomaly Detection W. T. Lunardi Martin Andreoni Lopez J. Giacalone 8 22 0 03 May 2022
Anomaly Detection by Leveraging Incomplete Anomalous Knowledge with Anomaly-Aware Bidirectional GANs Bowen Tian Qinliang Su Jian Yin 15 18 0 28 Apr 2022
Semi-supervised anomaly detection algorithm based on KL divergence (SAD-KL) C. Lee Kibae Lee 19 4 0 28 Mar 2022
Driving Anomaly Detection Using Conditional Generative Adversarial Network Yuning Qiu Teruhisa Misu Carlos Busso 22 4 0 15 Mar 2022
Machine Learning in NextG Networks via Generative Adversarial Networks E. Ayanoglu Kemal Davaslioglu Y. Sagduyu GAN 16 34 0 09 Mar 2022
Anomalib: A Deep Learning Library for Anomaly Detection S. Akçay Dick Ameln Ashwin Vaidya B. Lakshmanan Nilesh A. Ahuja Ergin Utku Genc 16 107 0 16 Feb 2022
Anomaly Detection via Reverse Distillation from One-Class Embedding Hanqiu Deng Xingyu Li UQCV 104 448 0 26 Jan 2022
Data Invariants to Understand Unsupervised Out-of-Distribution Detection Lars Doorenbos Raphael Sznitman Pablo Márquez-Neila OODD 11 6 0 26 Nov 2021
Efficient Anomaly Detection Using Self-Supervised Multi-Cue Tasks Loic Jezequel Ngoc-Son Vu Jean Beaudet A. Histace 19 19 0 24 Nov 2021
Efficient Non-Compression Auto-Encoder for Driving Noise-based Road Surface Anomaly Detection Yeonghyeon Park JongHee Jung 19 4 0 22 Nov 2021
Temporal Fusion Based Mutli-scale Semantic Segmentation for Detecting Concealed Baggage Threats Muhammad Shafay Taimur Hassan Ernesto Damiani N. Werghi 22 9 0 04 Nov 2021
Normality-Calibrated Autoencoder for Unsupervised Anomaly Detection on Data Contamination Jongmin Yu Hyeontaek Oh Minkyung Kim Junsik Kim 14 10 0 28 Oct 2021
AnoSeg: Anomaly Segmentation Network Using Self-Supervised Learning J. Song Kyeongbo Kong Ye In Park Seonggyun Kim Suk-Ju Kang 23 45 0 07 Oct 2021
Deep Anomaly Generation: An Image Translation Approach of Synthesizing Abnormal Banded Chromosome Images Lukas Uzolas Javier Rico Pierrick Coupé Juan C. Sanmiguel G. Cserey MedIm 27 6 0 20 Sep 2021
LEA-Net: Layer-wise External Attention Network for Efficient Color Anomaly Detection Ryoya Katafuchi T. Tokunaga 11 3 0 12 Sep 2021
On the impact of using X-ray energy response imagery for object detection via Convolutional Neural Networks Neelanjan Bhowmik Yona Falinie A. Gaus T. Breckon 11 8 0 27 Aug 2021
Transfer Learning Gaussian Anomaly Detection by Fine-tuning Representations Oliver Rippel Arnav Chavan Chucai Lei Dorit Merhof 36 18 0 09 Aug 2021
Anomaly Detection: How to Artificially Increase your F1-Score with a Biased Evaluation Protocol Damien Fourure Muhammad Usama Javaid N. Posocco Simon Tihon 20 36 0 30 Jun 2021
InFlow: Robust outlier detection utilizing Normalizing Flows Nishant Kumar Pia Hanfeld Michael Hecht Michael Bussmann Stefan Gumhold Nico Hoffmann OODD OOD TPM 19 4 0 10 Jun 2021
Autoencoding Under Normalization Constraints Sangwoong Yoon Yung-Kyun Noh Frank C. Park OODD UQCV 25 38 0 12 May 2021
Inpainting Transformer for Anomaly Detection Jonathan Pirnay K. Chai ViT 102 165 0 28 Apr 2021
Image Synthesis as a Pretext for Unsupervised Histopathological Diagnosis Dejan Štepec D. Skočaj MedIm 27 6 0 28 Apr 2021
Unsupervised Detection of Cancerous Regions in Histology Imagery using Image-to-Image Translation Dejan Štepec D. Skočaj MedIm 24 12 0 28 Apr 2021
Elsa: Energy-based learning for semi-supervised anomaly detection Sungwon Han Hyeonho Song Seungeon Lee Sungwon Park M. Cha 19 12 0 29 Mar 2021
Unsupervised Two-Stage Anomaly Detection Yunfei Liu Chaoqun Zhuang Feng Lu 23 29 0 22 Mar 2021
Student-Teacher Feature Pyramid Matching for Anomaly Detection Guodong Wang Shumin Han Errui Ding Di Huang 17 214 0 07 Mar 2021
Anomaly detection and automatic labeling for solar cell quality inspection based on Generative Adversarial Network Julen Balzategui Luka Eciolaza Daniel Maestro-Watson 23 26 0 05 Mar 2021
Deep One-Class Classification via Interpolated Gaussian Descriptor Yuanhong Chen Yu Tian Guansong Pang G. Carneiro VLM 16 96 0 25 Jan 2021
ESAD: End-to-end Deep Semi-supervised Anomaly Detection Chaoqin Huang Fei Ye Peisen Zhao Ya-Qin Zhang Yanfeng Wang Qi Tian 11 12 0 09 Dec 2020
Deep Anomaly Detection by Residual Adaptation Lucas Deecke Lukas Ruff Robert A. Vandermeulen Hakan Bilen UQCV 23 4 0 05 Oct 2020
Unsupervised Region-based Anomaly Detection in Brain MRI with Adversarial Image Inpainting B. Nguyen Adam Feldman S. Bethapudi A. Jennings Chris G. Willcocks 11 29 0 05 Oct 2020
Anomaly Detection by Recombining Gated Unsupervised Experts Jan-Philipp Schulze Philip Sperl Konstantin Böttinger 14 1 0 31 Aug 2020
Reimagining City Configuration: Automated Urban Planning via Adversarial Learning Dongjie Wang Yanjie Fu Pengyang Wang B. Huang Chang-Tien Lu 14 29 0 22 Aug 2020
Patch SVDD: Patch-level SVDD for Anomaly Detection and Segmentation Jihun Yi Sungroh Yoon 6 383 0 29 Jun 2020
Modeling the Distribution of Normal Data in Pre-Trained Deep Features for Anomaly Detection Oliver Rippel Patrick Mertens Dorit Merhof 13 235 0 28 May 2020
Deep Learning for Insider Threat Detection: Review, Challenges and Opportunities Shuhan Yuan Xintao Wu AAML 15 156 0 25 May 2020
Cascaded Structure Tensor Framework for Robust Identification of Heavily Occluded Baggage Items from X-ray Scans Taimur Hassan S. Akçay Bennamoun Salman Khan N. Werghi 11 19 0 14 Apr 2020
ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection Mohammadreza Salehi Atrin Arya Barbod Pajoum Mohammad Otoofi Amirreza Shaeiri M. Rohban Hamid R. Rabiee AAML 19 62 0 12 Mar 2020
Unsupervised Discovery, Control, and Disentanglement of Semantic Attributes with Applications to Anomaly Detection William Paul I-J. Wang F. Alajaji Philippe Burlina DiffM DRL 10 6 0 25 Feb 2020
Anomaly Detection by One Class Latent Regularized Networks Chengwei Chen Pan Chen Haichuan Song Y. Tao Yuan Xie Shouhong Ding Lizhuang Ma GAN 9 0 0 05 Feb 2020
Acoustic anomaly detection via latent regularized gaussian mixture generative adversarial networks Chengwei Chen Pan Chen Lingyu Yang Jinyuan Mo Haichuan Song Yuan Xie Lizhuang Ma 15 1 0 04 Feb 2020
Simple and Effective Prevention of Mode Collapse in Deep One-Class Classification Penny Chong Lukas Ruff Marius Kloft Alexander Binder 29 35 0 24 Jan 2020
Towards Automatic Threat Detection: A Survey of Advances of Deep Learning within X-ray Security Imaging S. Akçay T. Breckon 23 156 0 05 Jan 2020
History-based Anomaly Detector: an Adversarial Approach to Anomaly Detection Pierrick Chatillon C. Ballester AAML 13 6 0 26 Dec 2019
Interestingness Elements for Explainable Reinforcement Learning: Understanding Agents' Capabilities and Limitations Pedro Sequeira Melinda Gervasio 13 102 0 19 Dec 2019
Sparse-GAN: Sparsity-constrained Generative Adversarial Network for Anomaly Detection in Retinal OCT Image Kang Zhou Shenghua Gao Jun Cheng Zaiwang Gu H. Fu Zhi Tu Jianlong Yang Yitian Zhao Jiang-Dong Liu GAN MedIm 93 65 0 28 Nov 2019
Spatio-Temporal Adversarial Learning for Detecting Unseen Falls Shehroz S. Khan Jacob Nogas Alex Mihailidis 14 22 0 19 May 2019
Multi-class Novelty Detection Using Mix-up Technique Supritam Bhattacharjee Devraj Mandal Soma Biswas 17 14 0 11 May 2019
A Novel GAN-based Fault Diagnosis Approach for Imbalanced Industrial Time Series Wenqian Jiang Cheng Cheng Beitong Zhou Guijun Ma Ye Yuan AI4CE 15 127 0 01 Apr 2019
Skip-GANomaly: Skip Connected and Adversarially Trained Encoder-Decoder Anomaly Detection S. Akçay Amir Atapour-Abarghouei T. Breckon UQCV 23 372 0 25 Jan 2019