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Memorizing Normality to Detect Anomaly: Memory-augmented Deep
  Autoencoder for Unsupervised Anomaly Detection
v1v2 (latest)

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

4 April 2019
Dong Gong
Lingqiao Liu
Vuong Le
Budhaditya Saha
M. Mansour
Svetha Venkatesh
Anton Van Den Hengel
    UQCV
ArXiv (abs)PDFHTML

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

50 / 236 papers shown
Title
New Perspective on Progressive GANs Distillation for One-class Novelty Detection
Zhiwei Zhang
Yu Dong
Hanyu Peng
Shifeng Chen
64
0
0
15 Sep 2021
Anomaly Detection in Medical Imaging -- A Mini Review
Anomaly Detection in Medical Imaging -- A Mini Review
M. Tschuchnig
M. Gadermayr
64
84
0
25 Aug 2021
Adversarially Robust One-class Novelty Detection
Adversarially Robust One-class Novelty Detection
Shao-Yuan Lo
Poojan Oza
Vishal M. Patel
AAML
69
32
0
25 Aug 2021
Normal Learning in Videos with Attention Prototype Network
Normal Learning in Videos with Attention Prototype Network
Chao Hu
Fan Wu
Weijie Wu
Weibin Qiu
Shengxin Lai
50
1
0
25 Aug 2021
Video-based Person Re-identification with Spatial and Temporal Memory
  Networks
Video-based Person Re-identification with Spatial and Temporal Memory Networks
Chanho Eom
Geon Lee
Junghyup Lee
Bumsub Ham
80
76
0
20 Aug 2021
A Hybrid Video Anomaly Detection Framework via Memory-Augmented Flow
  Reconstruction and Flow-Guided Frame Prediction
A Hybrid Video Anomaly Detection Framework via Memory-Augmented Flow Reconstruction and Flow-Guided Frame Prediction
Zhian Liu
Yongwei Nie
Chengjiang Long
Qing Zhang
Guiqing Li
178
234
0
16 Aug 2021
CPNet: Cross-Parallel Network for Efficient Anomaly Detection
CPNet: Cross-Parallel Network for Efficient Anomaly Detection
Youngsaeng Jin
Jonghwan Hong
D. Han
Hanseok Ko
25
5
0
10 Aug 2021
Transfer Learning Gaussian Anomaly Detection by Fine-tuning
  Representations
Transfer Learning Gaussian Anomaly Detection by Fine-tuning Representations
Oliver Rippel
Arnav Chavan
Chucai Lei
Dorit Merhof
104
19
0
09 Aug 2021
Deep Anomaly Discovery From Unlabeled Videos via Normality Advantage and
  Self-Paced Refinement
Deep Anomaly Discovery From Unlabeled Videos via Normality Advantage and Self-Paced Refinement
Guang Yu
Siqi Wang
Zhiping Cai
Xinwang Liu
Chuanfu Xu
Cheng-Feng Wu
131
33
0
04 Aug 2021
Convolutional Transformer based Dual Discriminator Generative
  Adversarial Networks for Video Anomaly Detection
Convolutional Transformer based Dual Discriminator Generative Adversarial Networks for Video Anomaly Detection
Xinyang Feng
Dongjin Song
Yuncong Chen
Zhengzhang Chen
Jingchao Ni
Haifeng Chen
ViT
85
75
0
29 Jul 2021
Divide-and-Assemble: Learning Block-wise Memory for Unsupervised Anomaly
  Detection
Divide-and-Assemble: Learning Block-wise Memory for Unsupervised Anomaly Detection
Jinlei Hou
Yingying Zhang
Qiaoyong Zhong
Di Xie
Shiliang Pu
Hong Zhou
86
144
0
28 Jul 2021
Unsupervised Outlier Detection using Memory and Contrastive Learning
Unsupervised Outlier Detection using Memory and Contrastive Learning
Ning Huyan
Dou Quan
Xiangrong Zhang
Xuefeng Liang
Jocelyn Chanussot
L. Jiao
91
23
0
27 Jul 2021
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals
Yu-xin Zhang
Yiqiang Chen
Jindong Wang
Zhiwen Pan
AI4TS
97
195
0
27 Jul 2021
Boundary of Distribution Support Generator (BDSG): Sample Generation on
  the Boundary
Boundary of Distribution Support Generator (BDSG): Sample Generation on the Boundary
Nikolaos Dionelis
Mehrdad Yaghoobi
Sotirios A. Tsaftaris
78
12
0
21 Jul 2021
Anomaly Detection via Self-organizing Map
Anomaly Detection via Self-organizing Map
Ning Li
Kaitao Jiang
Zhiheng Ma
Xing Wei
Xiaopeng Hong
Yihong Gong
85
34
0
21 Jul 2021
Innovations Autoencoder and its Application in One-class Anomalous
  Sequence Detection
Innovations Autoencoder and its Application in One-class Anomalous Sequence Detection
Xinyi Wang
Lang Tong
BDLAI4TS
48
12
0
23 Jun 2021
FastAno: Fast Anomaly Detection via Spatio-temporal Patch Transformation
FastAno: Fast Anomaly Detection via Spatio-temporal Patch Transformation
Chaewon Park
Myeongah Cho
Minhyeok Lee
Sangyoun Lee
71
31
0
16 Jun 2021
Towards Total Recall in Industrial Anomaly Detection
Towards Total Recall in Industrial Anomaly Detection
Karsten Roth
Latha Pemula
J. Zepeda
Bernhard Schölkopf
Thomas Brox
Peter V. Gehler
UQCV
98
933
0
15 Jun 2021
DASVDD: Deep Autoencoding Support Vector Data Descriptor for Anomaly
  Detection
DASVDD: Deep Autoencoding Support Vector Data Descriptor for Anomaly Detection
H. Hojjati
Narges Armanfard
64
37
0
09 Jun 2021
Dual-Modality Vehicle Anomaly Detection via Bilateral Trajectory Tracing
Dual-Modality Vehicle Anomaly Detection via Bilateral Trajectory Tracing
Jingyuan Chen
Guanchen Ding
Yuchen Yang
Wen-hui Han
Kangming Xu
Tianyi Gao
Zhe Zhang
W. Ouyang
Hao Cai
Zhenzhong Chen
61
19
0
09 Jun 2021
MemStream: Memory-Based Streaming Anomaly Detection
MemStream: Memory-Based Streaming Anomaly Detection
Siddharth Bhatia
Arjit Jain
Shivin Srivastava
Kenji Kawaguchi
Bryan Hooi
AI4TS
76
18
0
07 Jun 2021
Unsupervised Action Segmentation by Joint Representation Learning and
  Online Clustering
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering
Sateesh Kumar
S. Haresh
Awais Ahmed
Andrey Konin
M. Zia
Quoc-Huy Tran
SSL
106
48
0
27 May 2021
Feature Encoding with AutoEncoders for Weakly-supervised Anomaly
  Detection
Feature Encoding with AutoEncoders for Weakly-supervised Anomaly Detection
Yingjie Zhou
Xuchen Song
Yanru Zhang
Fanxing Liu
Ce Zhu
Lingqiao Liu
UQCV
111
104
0
22 May 2021
Exemplar-Based Open-Set Panoptic Segmentation Network
Exemplar-Based Open-Set Panoptic Segmentation Network
Jaedong Hwang
Seoung Wug Oh
Joon-Young Lee
Bohyung Han
VLM
131
51
0
18 May 2021
Importance Weighted Adversarial Discriminative Transfer for Anomaly
  Detection
Importance Weighted Adversarial Discriminative Transfer for Anomaly Detection
Cangning Fan
Fangyi Zhang
Peng Liu
Xiuyu Sun
Hao Li
Ting Xiao
Wei Zhao
Xianglong Tang
31
2
0
14 May 2021
Autoencoding Under Normalization Constraints
Autoencoding Under Normalization Constraints
Sangwoong Yoon
Yung-Kyun Noh
Frank C. Park
OODDUQCV
84
39
0
12 May 2021
Video Anomaly Detection By The Duality Of Normality-Granted Optical Flow
Video Anomaly Detection By The Duality Of Normality-Granted Optical Flow
Hongyong Wang
Xinjian Zhang
Su Yang
Weishan Zhang
3DH
48
7
0
10 May 2021
Self-Supervised Adversarial Example Detection by Disentangled
  Representation
Self-Supervised Adversarial Example Detection by Disentangled Representation
Zhaoxi Zhang
L. Zhang
Xufei Zheng
Jinyu Tian
Jiantao Zhou
AAMLDRL
65
9
0
08 May 2021
Anomaly Detection with Prototype-Guided Discriminative Latent Embeddings
Anomaly Detection with Prototype-Guided Discriminative Latent Embeddings
Yuandu Lai
Yahong Han
Yaowei Wang
DRL
19
13
0
30 Apr 2021
Inpainting Transformer for Anomaly Detection
Inpainting Transformer for Anomaly Detection
Jonathan Pirnay
K. Chai
ViT
205
169
0
28 Apr 2021
An Efficient Approach for Anomaly Detection in Traffic Videos
An Efficient Approach for Anomaly Detection in Traffic Videos
Keval Doshi
Yasin Yılmaz
73
14
0
20 Apr 2021
Autoencoders for unsupervised anomaly detection in high energy physics
Autoencoders for unsupervised anomaly detection in high energy physics
Thorben Finke
Michael Krämer
A. Morandini
A. Mück
I. Oleksiyuk
94
84
0
19 Apr 2021
Learning Normal Dynamics in Videos with Meta Prototype Network
Learning Normal Dynamics in Videos with Meta Prototype Network
Hui Lv
Chong Chen
Zhen Cui
Chunyan Xu
Yong Li
Jian Yang
103
146
0
14 Apr 2021
OpenGAN: Open-Set Recognition via Open Data Generation
OpenGAN: Open-Set Recognition via Open Data Generation
Shu Kong
Deva Ramanan
93
219
0
07 Apr 2021
MIST: Multiple Instance Self-Training Framework for Video Anomaly
  Detection
MIST: Multiple Instance Self-Training Framework for Video Anomaly Detection
Jianfeng Feng
Fa-Ting Hong
Weishi Zheng
110
250
0
04 Apr 2021
Video Prediction Recalling Long-term Motion Context via Memory Alignment
  Learning
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning
Sangmin Lee
Hak Gu Kim
Dae Hwi Choi
Hyungil Kim
Yong Man Ro
81
103
0
02 Apr 2021
HVPR: Hybrid Voxel-Point Representation for Single-stage 3D Object
  Detection
HVPR: Hybrid Voxel-Point Representation for Single-stage 3D Object Detection
Jongyoun Noh
Sanghoon Lee
Bumsub Ham
3DPC
92
129
0
02 Apr 2021
OLED: One-Class Learned Encoder-Decoder Network with Adversarial Context
  Masking for Novelty Detection
OLED: One-Class Learned Encoder-Decoder Network with Adversarial Context Masking for Novelty Detection
John Taylor Jewell
Vahid Reza Khazaie
Y. Mohsenzadeh
56
28
0
27 Mar 2021
Unsupervised Two-Stage Anomaly Detection
Unsupervised Two-Stage Anomaly Detection
Yunfei Liu
Chaoqun Zhuang
Feng Lu
104
30
0
22 Mar 2021
MeGA-CDA: Memory Guided Attention for Category-Aware Unsupervised Domain
  Adaptive Object Detection
MeGA-CDA: Memory Guided Attention for Category-Aware Unsupervised Domain Adaptive Object Detection
VS Vibashan
Vikram Gupta
Poojan Oza
Vishwanath A. Sindagi
Vishal M. Patel
53
187
0
07 Mar 2021
Constrained Contrastive Distribution Learning for Unsupervised Anomaly
  Detection and Localisation in Medical Images
Constrained Contrastive Distribution Learning for Unsupervised Anomaly Detection and Localisation in Medical Images
Yu Tian
Guansong Pang
Fengbei Liu
Yuanhong Chen
Seon Ho Shin
Johan Verjans
Rajvinder Singh
G. Carneiro
94
70
0
05 Mar 2021
Corner Cases for Visual Perception in Automated Driving: Some Guidance
  on Detection Approaches
Corner Cases for Visual Perception in Automated Driving: Some Guidance on Detection Approaches
Jasmin Breitenstein
Jan-Aike Termöhlen
Daniel Lipinski
Tim Fingscheidt
AAML
139
35
0
11 Feb 2021
RECol: Reconstruction Error Columns for Outlier Detection
RECol: Reconstruction Error Columns for Outlier Detection
Jörn Hees
Dayananda Herurkar
Mario Meier
29
4
0
04 Feb 2021
Deep One-Class Classification via Interpolated Gaussian Descriptor
Deep One-Class Classification via Interpolated Gaussian Descriptor
Yuanhong Chen
Yu Tian
Guansong Pang
G. Carneiro
VLM
156
100
0
25 Jan 2021
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature
  Magnitude Learning
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning
Yu Tian
Guansong Pang
Yuanhong Chen
Rajvinder Singh
Johan Verjans
G. Carneiro
AI4TS
107
313
0
25 Jan 2021
TrustMAE: A Noise-Resilient Defect Classification Framework using
  Memory-Augmented Auto-Encoders with Trust Regions
TrustMAE: A Noise-Resilient Defect Classification Framework using Memory-Augmented Auto-Encoders with Trust Regions
Daniel Stanley Tan
Yi-Chun Chen
Trista Pei-chun Chen
Wei-Chao Chen
UQCV
78
57
0
29 Dec 2020
Improving unsupervised anomaly localization by applying multi-scale
  memories to autoencoders
Improving unsupervised anomaly localization by applying multi-scale memories to autoencoders
Yifei Yang
Shibing Xiang
Ruixiang Zhang
50
9
0
21 Dec 2020
DFR: Deep Feature Reconstruction for Unsupervised Anomaly Segmentation
DFR: Deep Feature Reconstruction for Unsupervised Anomaly Segmentation
Jie Yang
Yong Shi
Zhiquan Qi
UQCV
155
121
0
13 Dec 2020
MOCCA: Multi-Layer One-Class ClassificAtion for Anomaly Detection
MOCCA: Multi-Layer One-Class ClassificAtion for Anomaly Detection
F. V. Massoli
Fabrizio Falchi
Alperen Kantarci
cSeymanur Akti
H. K. Ekenel
Giuseppe Amato
92
62
0
09 Dec 2020
ESAD: End-to-end Deep Semi-supervised Anomaly Detection
ESAD: End-to-end Deep Semi-supervised Anomaly Detection
Chaoqin Huang
Fei Ye
Peisen Zhao
Ya Zhang
Yanfeng Wang
Qi Tian
59
12
0
09 Dec 2020
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