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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
INP-Former++: Advancing Universal Anomaly Detection via Intrinsic Normal Prototypes and Residual Learning Wei Luo Haiming Yao Yunkang Cao Qiyu Chen Ang Gao Weiming Shen Weihang Zhang 108 0 0 01 Jul 2025
Noise Fusion-based Distillation Learning for Anomaly Detection in Complex Industrial Environments Jiawen Yu Jieji Ren Yang Chang Qiaojun Yu Xuan Tong Boyang Wang Yan Song You Li Xinji Mai Wenqiang Zhang 12 0 0 19 Jun 2025
SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models Xinyi Zhao Congjing Zhang Pei Guo Wei Li Lin Chen Chaoyue Zhao Shuai Huang 15 0 0 15 Jun 2025
MemoryOut: Learning Principal Features via Multimodal Sparse Filtering Network for Semi-supervised Video Anomaly Detection Juntong Li Lingwei Dang Yukun Su Yun Hao Qingxin Xiao Yongwei Nie Qingyao Wu 61 0 0 03 Jun 2025
Self-supervised Latent Space Optimization with Nebula Variational Coding Yida Wang D. Tan Nassir Navab Federico Tombari DRL SSL 66 1 0 02 Jun 2025
Anomaly detection in radio galaxy data with trainable COSFIRE filters Steven Ndung’u Trienko L. Grobler S. Wijnholds George Azzopardi 36 0 0 24 May 2025
MetaUAS: Universal Anomaly Segmentation with One-Prompt Meta-Learning Bin-Bin Gao VLM 192 0 0 14 May 2025
Learning to Detect Multi-class Anomalies with Just One Normal Image Prompt Bin-Bin Gao 96 6 0 14 May 2025
CostFilter-AD: Enhancing Anomaly Detection through Matching Cost Filtering Zhe Zhang Mingxiu Cai Haoran Wang Gaochang Wu Tianyou Chai Xiatian Zhu 123 0 0 02 May 2025
Advancing Video Anomaly Detection: A Bi-Directional Hybrid Framework for Enhanced Single- and Multi-Task Approaches Guodong Shen Yuqi Ouyang Junru Lu Yixuan Yang Victor Sanchez 229 1 0 20 Apr 2025
Self-Supervised Traversability Learning with Online Prototype Adaptation for Off-Road Autonomous Driving Yafeng Bu Zhenping Sun Xiaohui Li Jun Zeng Xin Zhang Hui Shen 67 0 0 16 Apr 2025
AVadCLIP: Audio-Visual Collaboration for Robust Video Anomaly Detection Peng Wu Wanshun Su Guansong Pang Yujia Sun Qingsen Yan Peng Wang Yize Zhang VLM 106 1 0 06 Apr 2025
Modeling Multiple Normal Action Representations for Error Detection in Procedural Tasks Wei-Jin Huang Yuan-Ming Li Zhi-Wei Xia Yu-Ming Tang Kun-Yu Lin Jian-Fang Hu Wei-Shi Zheng 103 0 0 28 Mar 2025
Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection Wei Luo Yunkang Cao Haiming Yao Xiaotian Zhang Jianan Lou Y. Cheng Nong Sang Wenyong Yu 112 5 0 04 Mar 2025
A Survey on Foundation-Model-Based Industrial Defect Detection Tianle Yang Luyao Chang Jiadong Yan Jiajian Li Zhi Wang Ke Zhang AI4CE 160 3 0 26 Feb 2025
An Expert Ensemble for Detecting Anomalous Scenes, Interactions, and Behaviors in Autonomous Driving Tianchen Ji Neeloy Chakraborty Andre Schreiber Katherine Rose Driggs-Campbell 570 1 0 23 Feb 2025
Quantum autoencoders for image classification Hinako Asaoka Kazue Kudo 157 0 0 21 Feb 2025
One-to-Normal: Anomaly Personalization for Few-shot Anomaly Detection Yiyue Li Shaoting Zhang Kang Li Qicheng Lao 188 2 0 03 Feb 2025
Kernel-Based Anomaly Detection Using Generalized Hyperbolic Processes Pauline Bourigault Danilo P. Mandic 63 0 0 28 Jan 2025
"Stones from Other Hills can Polish Jade": Zero-shot Anomaly Image Synthesis via Cross-domain Anomaly Injection Siqi Wang Yuanze Hu Xinwang Liu Siwei Wang G. Wang Chuanfu Xu Jie Liu Ping Chen DiffM 106 1 0 25 Jan 2025
Autoencoders for Anomaly Detection are Unreliable Roel Bouman Tom Heskes 84 2 0 23 Jan 2025
Patch-aware Vector Quantized Codebook Learning for Unsupervised Visual Defect Detection Qisen Cheng Shuhui Qu Janghwan Lee 106 4 0 17 Jan 2025
ComplexVAD: Detecting Interaction Anomalies in Video Furkan Mumcu Michael J. Jones Yasin Yilmaz A. Cherian 107 0 0 17 Jan 2025
Detecting Contextual Anomalies by Discovering Consistent Spatial Regions Zhengye Yang Richard J. Radke 109 0 0 14 Jan 2025
Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Xiaofeng Tan Hongsong Wang Xin Geng Liang Wang DiffM AAML VGen 178 0 0 04 Dec 2024
PaRCE: Probabilistic and Reconstruction-based Competency Estimation for CNN-based Image Classification Sara Pohland Claire Tomlin UQCV 203 1 0 22 Nov 2024
Privacy-Preserving Video Anomaly Detection: A Survey Jing Liu Yang Liu Xiaoguang Zhu Jielin Li Hao Yang Liangyu Teng Juncen Guo Yan Wang Dingkang Yang Jing-nan Liu 191 2 0 21 Nov 2024
Attention-Guided Perturbation for Unsupervised Image Anomaly Detection Tingfeng Huang Yuxuan Cheng Jingbo Xia Rui Yu Yuxuan Cai Jinhai Xiang Xinwei He AAML 245 0 0 14 Aug 2024
Detecting Abnormal Operations in Concentrated Solar Power Plants from Irregular Sequences of Thermal Images Sukanya Patra Nicolas Sournac Souhaib Ben Taieb 85 1 0 23 Jun 2024
Enhancing Anomaly Detection Generalization through Knowledge Exposure: The Dual Effects of Augmentation Mohammad Akhavan Anvari Rojina Kashefi Vahid Reza Khazaie Mohammad Khalooei Mohammad Sabokrou 124 0 0 15 Jun 2024
MiniMaxAD: A Lightweight Autoencoder for Feature-Rich Anomaly Detection Feng Wang Chengming Liu Lei Shi Haibo Pang 83 2 0 16 May 2024
Advancing Pre-trained Teacher: Towards Robust Feature Discrepancy for Anomaly Detection Canhui Tang Sanpin Zhou Yizhe Li Yonghao Dong Le Wang 63 0 0 03 May 2024
Do LLMs Understand Visual Anomalies? Uncovering LLM's Capabilities in Zero-shot Anomaly Detection Jiaqi Zhu Shaofeng Cai Fang Deng Junran Wu Junran Wu 149 18 0 15 Apr 2024
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning Huiyi Wang Haodong Lu Lina Yao Dong Gong KELM CLL 117 11 0 27 Mar 2024
MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection Jakub Micorek Horst Possegger Dominik Narnhofer Horst Bischof Mateusz Koziñski 103 11 0 21 Mar 2024
Text-Driven Traffic Anomaly Detection with Temporal High-Frequency Modeling in Driving Videos Rongqin Liang Yuanman Li Jiantao Zhou Xia Li 100 8 0 07 Jan 2024
SCL-VI: Self-supervised Context Learning for Visual Inspection of Industrial Defects Peng Wang Haiming Yao Wenyong Yu 110 3 0 11 Nov 2023
Beyond the Benchmark: Detecting Diverse Anomalies in Videos Yoav Arad Michael Werman 51 2 0 03 Oct 2023
Memory augment is All You Need for image restoration Xiao Feng Zhang Chao Chen Gu Shan Ying Zhu SupR 105 8 0 04 Sep 2023
Neural Network Training Strategy to Enhance Anomaly Detection Performance: A Perspective on Reconstruction Loss Amplification Yeonghyeon Park Sungho Kang Myung Jin Kim Hyeonho Jeong H. Park Hyeong Seok Kim Juneho Yi 61 4 0 28 Aug 2023
A Memory-Augmented Multi-Task Collaborative Framework for Unsupervised Traffic Accident Detection in Driving Videos Rongqin Liang Yuanman Li Yingxin Yi Jiantao Zhou Xia Li 64 2 0 27 Jul 2023
RoSAS: Deep Semi-Supervised Anomaly Detection with Contamination-Resilient Continuous Supervision Hongzuo Xu Yijie Wang Guansong Pang Songlei Jian Ninghui Liu Yongjun Wang 56 26 0 25 Jul 2023
PKU-GoodsAD: A Supermarket Goods Dataset for Unsupervised Anomaly Detection and Segmentation Jian Zhang Runwei Ding Miaoju Ban Linhui Dai 93 16 0 11 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 114 0 0 03 Jul 2023
Targeted collapse regularized autoencoder for anomaly detection: black hole at the center A. Ghafourian Huanyi Shui Devesh Upadhyay Rajesh K. Gupta Dimitar Filev I. S. Bozchalooi AAML 72 1 0 22 Jun 2023
Self-Distilled Masked Auto-Encoders are Efficient Video Anomaly Detectors Nicolae-Cătălin Ristea Florinel-Alin Croitoru Radu Tudor Ionescu Marius Popescu Fahad Shahbaz Khan M. Shah ViT 113 23 0 21 Jun 2023
Jamming Detection in Low-BER Mobile Indoor Scenarios via Deep Learning Savio Sciancalepore Fabrice Kusters Nada Abdelhadi Gabriele Oligeri 82 12 0 19 Jun 2023
Point Cloud Video Anomaly Detection Based on Point Spatio-Temporal Auto-Encoder Tengjiao He Wenguang Wang 3DPC 125 1 0 04 Jun 2023
k-NNN: Nearest Neighbors of Neighbors for Anomaly Detection Ori Nizan A. Tal 43 7 0 28 May 2023
A New Comprehensive Benchmark for Semi-supervised Video Anomaly Detection and Anticipation Congqi Cao Yue Lu Peng Wang Yanning Zhang 106 41 0 23 May 2023