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"

40 / 40 papers shown

Title
Anomaly detection in radio galaxy data with trainable COSFIRE filters Steven Ndung’u Trienko L. Grobler S. Wijnholds George Azzopardi 5 0 0 24 May 2025
Center-aware Residual Anomaly Synthesis for Multi-class Industrial Anomaly Detection Qiyu Chen Huiyuan Luo Haiming Yao Wei Luo Zhen Qu Chengkan Lv Zhengtao Zhang 83 0 0 23 May 2025
Learning to Detect Multi-class Anomalies with Just One Normal Image Prompt Bin-Bin Gao 63 5 0 14 May 2025
MetaUAS: Universal Anomaly Segmentation with One-Prompt Meta-Learning Bin-Bin Gao VLM 77 0 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 57 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 114 1 0 20 Apr 2025
An Expert Ensemble for Detecting Anomalous Scenes, Interactions, and Behaviors in Autonomous Driving Tianchen Ji Neeloy Chakraborty Andre Schreiber Katherine Rose Driggs-Campbell 372 1 0 23 Feb 2025
Quantum autoencoders for image classification Hinako Asaoka Kazue Kudo 94 0 0 21 Feb 2025
Autoencoders for Anomaly Detection are Unreliable Roel Bouman Tom Heskes 58 1 0 23 Jan 2025
Detecting Contextual Anomalies by Discovering Consistent Spatial Regions Zhengye Yang Richard J. Radke 72 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 106 0 0 04 Dec 2024
PaRCE: Probabilistic and Reconstruction-based Competency Estimation for CNN-based Image Classification Sara Pohland Claire Tomlin UQCV 106 1 0 22 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 142 0 0 14 Aug 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 81 15 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 67 11 0 27 Mar 2024
DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection Hui Zhang Zheng Wang Dan Zeng Zuxuan Wu Yu-Gang Jiang DiffM 77 25 0 15 Mar 2023
Attribute Restoration Framework for Anomaly Detection Chaoqin Huang Fei Ye Jinkun Cao Maosen Li Ya Zhang Cewu Lu 58 48 0 25 Nov 2019
MPTV: Matching Pursuit Based Total Variation Minimization for Image Deconvolution Dong Gong Mingkui Tan Javen Qinfeng Shi Anton van den Hengel Yanning Zhang 46 22 0 12 Oct 2018
Deep Anomaly Detection Using Geometric Transformations I. Golan Ran El-Yaniv 55 603 0 28 May 2018
Memorization Precedes Generation: Learning Unsupervised GANs with Memory Networks Youngjin Kim Minjung Kim Gunhee Kim GAN 68 40 0 05 Mar 2018
Adversarially Learned One-Class Classifier for Novelty Detection Mohammad Sabokrou Mohammad Khalooei M. Fathy Ehsan Adeli AAML 79 690 0 25 Feb 2018
Anomaly Detection using One-Class Neural Networks Raghavendra Chalapathy A. Menon Sanjay Chawla UQCV 31 395 0 18 Feb 2018
Future Frame Prediction for Anomaly Detection -- A New Baseline Wen Liu Weixin Luo Dongze Lian Shenghua Gao 3DH 81 1,069 0 28 Dec 2017
Joint Detection and Recounting of Abnormal Events by Learning Deep Generic Knowledge Ryota Hinami Tao Mei Shiníchi Satoh 187 228 0 26 Sep 2017
Unmasking the abnormal events in video Radu Tudor Ionescu Sorina Smeureanu B. Alexe Marius Popescu 34 274 0 23 May 2017
Abnormal Event Detection in Videos using Spatiotemporal Autoencoder Yong Shean Chong Yong Haur Tay 48 540 0 06 Jan 2017
From Motion Blur to Motion Flow: a Deep Learning Solution for Removing Heterogeneous Motion Blur Dong Gong Jie Yang Lingqiao Liu Yanning Zhang Ian Reid Chunhua Shen Anton Van Den Hengel Javen Qinfeng Shi 53 393 0 08 Dec 2016
Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes Jack W. Rae Jonathan J. Hunt Tim Harley Ivo Danihelka A. Senior Greg Wayne Alex Graves Timothy Lillicrap 30 158 0 27 Oct 2016
Conditional Image Generation with PixelCNN Decoders Aaron van den Oord Nal Kalchbrenner Oriol Vinyals L. Espeholt Alex Graves Koray Kavukcuoglu VLM 115 2,490 0 16 Jun 2016
Deep Structured Energy Based Models for Anomaly Detection Shuangfei Zhai Yu Cheng Weining Lu Zhongfei Zhang 40 426 0 25 May 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 251 37,704 0 20 May 2016
One-shot Learning with Memory-Augmented Neural Networks Adam Santoro Sergey Bartunov M. Botvinick Daan Wierstra Timothy Lillicrap 42 525 0 19 May 2016
Learning Temporal Regularity in Video Sequences Mahmudul Hasan Jonghyun Choi J. Neumann Amit K. Roy-Chowdhury L. Davis 99 1,096 0 15 Apr 2016
Learning to Generate with Memory Chongxuan Li Jun Zhu Bo Zhang BDL 86 42 0 24 Feb 2016
Learning Deep Representations of Appearance and Motion for Anomalous Event Detection Dan Xu Elisa Ricci Yan Yan Jingkuan Song N. Sebe 92 512 0 06 Oct 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 249 43,154 0 11 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 588 149,474 0 22 Dec 2014
Neural Turing Machines Alex Graves Greg Wayne Ivo Danihelka 50 2,318 0 20 Oct 2014
Memory Networks Jason Weston S. Chopra Antoine Bordes GNN KELM 111 1,702 0 15 Oct 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 332 16,972 0 20 Dec 2013