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Memorizing Normality to Detect Anomaly: Memory-augmented Deep Autoencoder for Unsupervised Anomaly Detection

4 April 2019

Lingqiao Liu

Papers citing "Memorizing Normality to Detect Anomaly: Memory-augmented Deep Autoencoder for Unsupervised Anomaly Detection"

50 / 236 papers shown

Title
Augment to Detect Anomalies with Continuous Labelling Vahid Reza Khazaie A. Wong Y. Mohsenzadeh 118 1 0 03 Jul 2022
Anomaly Detection with Adversarially Learned Perturbations of Latent Space Vahid Reza Khazaie A. Wong John Taylor Jewell Y. Mohsenzadeh AAML 123 4 0 03 Jul 2022
Timestamp-Supervised Action Segmentation with Graph Convolutional Networks Hamza Khan S. Haresh Awais Ahmed Shakeeb Siddiqui Andrey Konin Mohammad Zeeshan Quoc-Huy Tran 86 22 0 30 Jun 2022
Robustness Evaluation of Deep Unsupervised Learning Algorithms for Intrusion Detection Systems D'Jeff K. Nkashama Ariana Soltani Jean-Charles Verdier Marc Frappier Pierre-Marting Tardif F. Kabanza OOD AAML 68 6 0 25 Jun 2022
A Feature Memory Rearrangement Network for Visual Inspection of Textured Surface Defects Toward Edge Intelligent Manufacturing Haiming Yao Wen-yong Yu Xue Wang 59 41 0 22 Jun 2022
READ: Aggregating Reconstruction Error into Out-of-distribution Detection Wenyu Jiang Yuxin Ge Hao Cheng Mingcai Chen Shuai Feng Chongjun Wang OODD 113 12 0 15 Jun 2022
A Unified Model for Multi-class Anomaly Detection Zhiyuan You Lei Cui Yujun Shen Kai Yang Xin Lu Yu Zheng Xinyi Le 82 230 0 08 Jun 2022
Anomaly Detection with Test Time Augmentation and Consistency Evaluation Haowei He Jiaye Teng Yang Yuan 15 2 0 06 Jun 2022
Diminishing Empirical Risk Minimization for Unsupervised Anomaly Detection Shaoshen Wang Yanbin Liu Ling Chen Chengqi Zhang 51 0 0 29 May 2022
Anomaly detection using prediction error with Spatio-Temporal Convolutional LSTM Hanh T. M. Tran David C. Hogg AI4TS 44 1 0 18 May 2022
Self-Supervised Masking for Unsupervised Anomaly Detection and Localization Chaoqin Huang Qinwei Xu Yanfeng Wang Yu Wang Ya Zhang 89 69 0 13 May 2022
Deep Federated Anomaly Detection for Multivariate Time Series Data Wei Zhu Dongjin Song Yuncong Chen Wei Cheng Bo Zong Takehiko Mizoguchi C. Lumezanu Haifeng Chen Jiebo Luo FedML OOD AI4TS 41 5 0 09 May 2022
ARCADE: Adversarially Regularized Convolutional Autoencoder for Network Anomaly Detection W. T. Lunardi Martin Andreoni Lopez J. Giacalone 104 23 0 03 May 2022
Discriminative Feature Learning Framework with Gradient Preference for Anomaly Detection Muhao Xu Xueying Zhou Xizhan Gao Wei-Xiong He Sijie Niu 76 8 0 23 Apr 2022
A Revealing Large-Scale Evaluation of Unsupervised Anomaly Detection Algorithms Maxime Alvarez Jean-Charles Verdier D'Jeff K. Nkashama Marc Frappier Pierre Martin Tardif F. Kabanza 69 17 0 21 Apr 2022
A Video Anomaly Detection Framework based on Appearance-Motion Semantics Representation Consistency Xiangyu Huang Caidan Zhao Yilin Wang Zhiqiang Wu 73 17 0 08 Apr 2022
Adversarial Machine Learning Attacks Against Video Anomaly Detection Systems Furkan Mumcu Keval Doshi Yasin Yılmaz AAML 63 9 0 07 Apr 2022
Unsupervised Change Detection Based on Image Reconstruction Loss Hyeoncheol Noh Jingi Ju Min-seok Seo Jong-chan Park Dong-Geol Choi 92 37 0 04 Apr 2022
Catching Both Gray and Black Swans: Open-set Supervised Anomaly Detection Choubo Ding Guansong Pang Chunhua Shen OOD 96 117 0 28 Mar 2022
Learning to Adapt to Unseen Abnormal Activities under Weak Supervision Jaeyoo Park Junha Kim Bohyung Han OffRL 65 5 0 25 Mar 2022
Unsupervised Anomaly Detection in Medical Images with a Memory-augmented Multi-level Cross-attentional Masked Autoencoder Yu Tian Guansong Pang Yuyuan Liu Chong Wang Yuanhong Chen Fengbei Liu Rajvinder Singh Johan Verjans Mengyu Wang G. Carneiro ViT 111 24 0 22 Mar 2022
AnoViT: Unsupervised Anomaly Detection and Localization with Vision Transformer-based Encoder-Decoder Yunseung Lee Pilsung Kang ViT 85 77 0 21 Mar 2022
Towards 3D Scene Understanding by Referring Synthetic Models Runnan Chen Xinge Zhu Nenglun Chen Dawei Wang Wei Li Yuexin Ma Ruigang Yang Wenping Wang 3DPC 111 6 0 20 Mar 2022
CODA: A Real-World Road Corner Case Dataset for Object Detection in Autonomous Driving Kaican Li Kai Chen Haoyu Wang Lanqing Hong Chao Ye ... Chunjing Xu Dit-Yan Yeung Xiaodan Liang Zhenguo Li Hang Xu 100 103 0 15 Mar 2022
Generative Cooperative Learning for Unsupervised Video Anomaly Detection M. Zaheer Arif Mahmood M. H. Khan Mattia Segu Feng Yu Seung-Ik Lee AI4TS 109 140 0 08 Mar 2022
Object-centric and memory-guided normality reconstruction for video anomaly detection K. Bergaoui Yassine Naji Aleksandr Setkov Angélique Loesch M. Gouiffès Romaric Audigier 32 6 0 07 Mar 2022
Retrieval Augmented Classification for Long-Tail Visual Recognition Alex Long Wei Yin Thalaiyasingam Ajanthan Vu-Linh Nguyen Pulak Purkait Ravi Garg Alan Blair Chunhua Shen Anton Van Den Hengel 70 113 0 22 Feb 2022
Memory-guided Image De-raining Using Time-Lapse Data Jaehoon Cho Seungryong Kim Kwanghoon Sohn 108 5 0 06 Jan 2022
Adaptive Memory Networks with Self-supervised Learning for Unsupervised Anomaly Detection Yu-xin Zhang Jindong Wang Yiqiang Chen Hanchao Yu Tao Qin AI4TS 70 58 0 03 Jan 2022
Powerful Graph Convolutioal Networks with Adaptive Propagation Mechanism for Homophily and Heterophily Tao Wang Rui-xia Wang Di Jin Dongxiao He Yuxiao Huang 50 29 0 27 Dec 2021
Multimedia Datasets for Anomaly Detection: A Review Pratibha Kumari Anterpreet Kaur Bedi Mukesh Saini 73 9 0 10 Dec 2021
Progressive Attention on Multi-Level Dense Difference Maps for Generic Event Boundary Detection Jiaqi Tang Zhaoyang Liu Chao Qian Wayne Wu Limin Wang 96 18 0 09 Dec 2021
Constrained Adaptive Projection with Pretrained Features for Anomaly Detection Xingtai Gui Di Wu Yang Chang Shicai Fan 36 5 0 05 Dec 2021
Unsupervised Online Learning for Robotic Interestingness with Visual Memory Chen Wang Yuheng Qiu Wenshan Wang Yafei Hu Seungchan Kim Sebastian Scherer OffRL 68 14 0 18 Nov 2021
Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection Nicolae-Cătălin Ristea Neelu Madan Radu Tudor Ionescu Kamal Nasrollahi Fahad Shahbaz Khan T. Moeslund M. Shah 122 196 0 17 Nov 2021
UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection Andra Acsintoae Andrei Florescu Mariana-Iuliana Georgescu Tudor Mare Paul Sumedrea Radu Tudor Ionescu Fahad Shahbaz Khan M. Shah AI4TS 104 96 0 16 Nov 2021
Learnable Locality-Sensitive Hashing for Video Anomaly Detection Yue Lu Congqi Cao Yanning Zhang 58 27 0 15 Nov 2021
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows Jiawei Yu1 Ye Zheng Xiang Wang Wei Li Yushuang Wu Rui Zhao Liwei Wu 81 314 0 15 Nov 2021
OMASGAN: Out-of-Distribution Minimum Anomaly Score GAN for Sample Generation on the Boundary Nikolaos Dionelis Mehrdad Yaghoobi Sotirios A. Tsaftaris OODD 47 6 0 28 Oct 2021
A Unified Survey on Anomaly, Novelty, Open-Set, and Out-of-Distribution Detection: Solutions and Future Challenges Mohammadreza Salehi Hossein Mirzaei Dan Hendrycks Yixuan Li M. Rohban Mohammad Sabokrou OOD 152 199 0 26 Oct 2021
Latent-Insensitive autoencoders for Anomaly Detection Muhammad S. Battikh Artem Lenskiy UQCV 50 6 0 25 Oct 2021
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 309 950 0 21 Oct 2021
Synthetic Temporal Anomaly Guided End-to-End Video Anomaly Detection Marcella Astrid M. Zaheer Seung-Ik Lee AI4TS 73 46 0 19 Oct 2021
Learning Not to Reconstruct Anomalies Marcella Astrid M. Zaheer Jae-Yeong Lee Seung-Ik Lee 82 47 0 19 Oct 2021
Memory-augmented Adversarial Autoencoders for Multivariate Time-series Anomaly Detection with Deep Reconstruction and Prediction Qinfeng Xiao Shikuan Shao Jing Wang AI4TS 31 7 0 15 Oct 2021
Deep Video Anomaly Detection: Opportunities and Challenges Jing Ren Xiwei Xu Ye Liu Ivan Lee 37 41 0 11 Oct 2021
Focus Your Distribution: Coarse-to-Fine Non-Contrastive Learning for Anomaly Detection and Localization Ye Zheng Xiang Wang Rui Deng Tianpeng Bao Rui Zhao Liwei Wu OOD 83 65 0 09 Oct 2021
Fully Convolutional Cross-Scale-Flows for Image-based Defect Detection Marco Rudolph Tom Wehrbein Bodo Rosenhahn Bastian Wandt UQCV 138 222 0 06 Oct 2021
Y-GAN: Learning Dual Data Representations for Efficient Anomaly Detection Marija Ivanovska Vitomir Štruc 84 2 0 28 Sep 2021
Memory Regulation and Alignment toward Generalizer RGB-Infrared Person Feng Chen Leilei Gan Qi Wu Zhiguo Wan 104 6 0 18 Sep 2021