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
SAM-LAD: Segment Anything Model Meets Zero-Shot Logic Anomaly Detection Yun Peng Xiao Lin Nachuan Ma Jiayuan Du Chuangwei Liu Chengju Liu Qi Chen 42 3 0 17 Feb 2025
Point Cloud Novelty Detection Based on Latent Representations of a General Feature Extractor Shizuka Akahori S. Iizuka Ken Mawatari Kazuhiro Fukui 3DPC 32 1 0 13 Oct 2024
Self-Supervised Iterative Refinement for Anomaly Detection in Industrial Quality Control Muhammad Aqeel Shakiba Sharifi Marco Cristani Francesco Setti 33 1 0 21 Aug 2024
Historical Printed Ornaments: Dataset and Tasks Sayan Kumar Chaki Z. S. Baltaci Elliot Vincent Remi Emonet Fabienne Vial-Bonacci Christelle Bahier-Porte Mathieu Aubry Thierry Fournel 37 0 0 16 Aug 2024
AnomalySD: Few-Shot Multi-Class Anomaly Detection with Stable Diffusion Model Zhenyu Yan Qingqing Fang Wenxi Lv Qinliang Su DiffM 32 0 0 04 Aug 2024
Towards Open-World Object-based Anomaly Detection via Self-Supervised Outlier Synthesis Brian K. S. Isaac-Medina Yona Falinie A. Gaus Neelanjan Bhowmik T. Breckon 23 2 0 22 Jul 2024
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection Jia Guo Shuai Lu Weihang Zhang Huiqi Li Huiqi Li Hongen Liao ViT 59 7 0 23 May 2024
Spatial-aware Attention Generative Adversarial Network for Semi-supervised Anomaly Detection in Medical Image Zerui Zhang Zhichao Sun Zelong Liu Bo Du Rui Yu Zhou Zhao Yongchao Xu GAN MedIm 33 3 0 21 May 2024
MAPL: Memory Augmentation and Pseudo-Labeling for Semi-Supervised Anomaly Detection Junzhuo Chen Shitong Kang 34 0 0 10 May 2024
Long-Tailed Anomaly Detection with Learnable Class Names Chih-Hui Ho Kuan-Chuan Peng Nuno Vasconcelos OODD 33 6 0 29 Mar 2024
Real-IAD: A Real-World Multi-View Dataset for Benchmarking Versatile Industrial Anomaly Detection Chengjie Wang Wenbing Zhu Bin-Bin Gao Zhenye Gan Jianning Zhang Zhihao Gu Shuguang Qian Mingang Chen Lizhuang Ma 42 44 0 19 Mar 2024
Expert enhanced dynamic time warping based anomaly detection Matej Kloska Gabriela Grmanová Viera Rozinajová 10 20 0 02 Oct 2023
MosaiQ: Quantum Generative Adversarial Networks for Image Generation on NISQ Computers Daniel Silver Tirthak Patel William Cutler Aditya Ranjan Harshitta Gandhi Devesh Tiwari GAN 9 12 0 22 Aug 2023
Local and Global Information in Obstacle Detection on Railway Tracks Matthias Brucker Andrei Cramariuc Cornelius von Einem Roland Siegwart César Cadena 22 8 0 28 Jul 2023
Feasibility of Universal Anomaly Detection without Knowing the Abnormality in Medical Images C. Cui Yaohong Wang Shunxing Bao Yucheng Tang Ruining Deng ... Qi Liu Lori A. Coburn K. Wilson Bennett A. Landman Yuankai Huo OOD 23 0 0 03 Jul 2023
End-to-End Augmentation Hyperparameter Tuning for Self-Supervised Anomaly Detection Jaemin Yoo Lingxiao Zhao L. Akoglu 24 4 0 21 Jun 2023
Unsupervised Anomaly Detection and Localization of Machine Audio: A GAN-based Approach Anbai Jiang Weiqiang Zhang Yufeng Deng Pingyi Fan Jia-Wei Liu 8 17 0 31 Mar 2023
ISSTAD: Incremental Self-Supervised Learning Based on Transformer for Anomaly Detection and Localization WenPing Jin Fei-Yu Guo Li Zhu ViT MedIm 32 1 0 30 Mar 2023
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Kilian Batzner Lars Heckler Rebecca König 30 129 0 25 Mar 2023
Anomaly Detection under Distribution Shift T. Cao Jiawen Zhu Guansong Pang 40 26 0 24 Mar 2023
Confidence-Aware and Self-Supervised Image Anomaly Localisation Johanna P. Müller Matthew Baugh Jeremy Tan Mischa Dombrowski Bernhard Kainz UQCV OOD 16 4 0 23 Mar 2023
Whole-slide-imaging Cancer Metastases Detection and Localization with Limited Tumorous Data Yinsheng He Xingyu Li MedIm 25 2 0 18 Mar 2023
Two-stream Decoder Feature Normality Estimating Network for Industrial Anomaly Detection Chaewon Park Minhyeok Lee Suhwan Cho Donghyeon Kim Sangyoun Lee 15 4 0 20 Feb 2023
Brainomaly: Unsupervised Neurologic Disease Detection Utilizing Unannotated T1-weighted Brain MR Images M. R. Siddiquee Jay Shah Teresa Wu C. Chong T. Schwedt Gina M. Dumkrieger S. Nikolova Baoxin Li MedIm 25 11 0 18 Feb 2023
Prototypical Residual Networks for Anomaly Detection and Localization H. Zhang Zuxuan Wu Z. Wang Zhineng Chen Yuwei Jiang UQCV AI4TS 24 62 0 05 Dec 2022
A Hybrid Deep Learning Anomaly Detection Framework for Intrusion Detection Rahul Kale Zhi Lu K. Fok V. Thing 14 19 0 02 Dec 2022
SPADE: Semi-supervised Anomaly Detection under Distribution Mismatch Jinsung Yoon Kihyuk Sohn Chun-Liang Li Sercan Ö. Arik Tomas Pfister 19 7 0 30 Nov 2022
Detecting Anomalies using Generative Adversarial Networks on Images Rushikesh Zawar Krupa Bhayani Neelanjan Bhowmik K. Tiwari Dhiraj Sangwan GAN 10 2 0 24 Nov 2022
FRE: A Fast Method For Anomaly Detection And Segmentation I. Ndiour Nilesh A. Ahuja Ergin Utku Genc Omesh Tickoo 29 2 0 23 Nov 2022
U-Flow: A U-shaped Normalizing Flow for Anomaly Detection with Unsupervised Threshold Matías Tailanián Álvaro Pardo Pablo Musé 22 17 0 22 Nov 2022
Generalizable Industrial Visual Anomaly Detection with Self-Induction Vision Transformer Haiming Yao Wenyong Yu ViT 20 5 0 22 Nov 2022
Normal Reference Attention and Defective Feature Perception Network for Surface Defect Detection Wei Luo Haiming Yao Wenyong Yu 24 15 0 18 Nov 2022
Anomaly Detection via Multi-Scale Contrasted Memory Loic Jezequel Ngoc-Son Vu Jean Beaudet A. Histace 20 0 0 16 Nov 2022
Siamese Transition Masked Autoencoders as Uniform Unsupervised Visual Anomaly Detector Haiming Yao Xue Wang Wenyong Yu 20 9 0 01 Nov 2022
Teacher-Student Network for 3D Point Cloud Anomaly Detection with Few Normal Samples Jianjian Qin Chunzhi Gu Junzhou Yu Chaoxi Zhang 3DPC 21 12 0 31 Oct 2022
Connective Reconstruction-based Novelty Detection Seyyed Morteza Hashemi Parvaneh Aliniya Parvin Razzaghi OODD 12 0 0 25 Oct 2022
Learning image representations for anomaly detection: application to discovery of histological alterations in drug development I. Zingman B. Stierstorfer C. Lempp Fabian Heinemann OOD MedIm 22 11 0 14 Oct 2022
Reconstructed Student-Teacher and Discriminative Networks for Anomaly Detection Shinji Yamada Satoshi Kamiya Kazuhiro Hotta 16 29 0 14 Oct 2022
DEGAN: Time Series Anomaly Detection using Generative Adversarial Network Discriminators and Density Estimation Yueyang Gu F. Jazizadeh AI4TS 15 0 0 05 Oct 2022
Self-Supervised Guided Segmentation Framework for Unsupervised Anomaly Detection Peng-Fei Xing Yanpeng Sun Zechao Li 20 12 0 26 Sep 2022
Anomaly Detection in Aerial Videos with Transformers P. Jin Lichao Mou Guisong Xia Xiao Xiang Zhu ViT AI4TS 17 22 0 25 Sep 2022
DSR -- A dual subspace re-projection network for surface anomaly detection Vitjan Zavrtanik Matej Kristan D. Skočaj 6 100 0 02 Aug 2022
Registration based Few-Shot Anomaly Detection Chaoqin Huang Haoyan Guan Aofan Jiang Ya-Qin Zhang Michael W. Spratling Yanfeng Wang 14 142 0 15 Jul 2022
ADBench: Anomaly Detection Benchmark Songqiao Han Xiyang Hu Hailiang Huang Mingqi Jiang Yue Zhao OOD 27 295 0 19 Jun 2022
PAC-Wrap: Semi-Supervised PAC Anomaly Detection Shuo Li Xiayan Ji Edgar Dobriban O. Sokolsky Insup Lee 8 14 0 22 May 2022
ARCADE: Adversarially Regularized Convolutional Autoencoder for Network Anomaly Detection W. T. Lunardi Martin Andreoni Lopez J. Giacalone 8 22 0 03 May 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 14 106 0 16 Feb 2022