Learning Memory-guided Normality for Anomaly Detection

30 March 2020

Papers citing "Learning Memory-guided Normality for Anomaly Detection"

50 / 234 papers shown

Title
SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection Antonio Bărbălău Radu Tudor Ionescu Mariana-Iuliana Georgescu J. Dueholm B. Ramachandra Kamal Nasrollahi Fahad Shahbaz Khan T. Moeslund M. Shah ViT 105 72 0 16 Jul 2022
Leveraging Trajectory Prediction for Pedestrian Video Anomaly Detection A. Kanu-Asiegbu Ram Vasudevan Xiaoxiao Du 38 9 0 05 Jul 2022
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
Multi-Contextual Predictions with Vision Transformer for Video Anomaly Detection Joo-Yeon Lee Woo-Jeoung Nam Seong-Whan Lee ViT 61 14 0 17 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
Attack-Agnostic Adversarial Detection Jiaxin Cheng Mohamed Hussein J. Billa Wael AbdAlmageed AAML 60 0 0 01 Jun 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
Object Class Aware Video Anomaly Detection through Image Translation M. Baradaran R. Bergevin 64 6 0 03 May 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
Catching Both Gray and Black Swans: Open-set Supervised Anomaly Detection Choubo Ding Guansong Pang Chunhua Shen OOD 96 117 0 28 Mar 2022
Stabilizing Adversarially Learned One-Class Novelty Detection Using Pseudo Anomalies M. Zaheer Jin-ha Lee Arif Mahmood Marcella Astrid Seung-Ik Lee AAML 75 17 0 25 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
Unknown-Aware Object Detection: Learning What You Don't Know from Videos in the Wild Xuefeng Du Xin Eric Wang Gabriel Gozum Yixuan Li OODD 115 93 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
RandomSEMO: Normality Learning Of Moving Objects For Video Anomaly Detection Chaewon Park Minhyeok Lee Myeongah Cho Sangyoun Lee 26 0 0 13 Feb 2022
Anomaly Detection via Reverse Distillation from One-Class Embedding Hanqiu Deng Xingyu Li UQCV 202 490 0 26 Jan 2022
TPAD: Identifying Effective Trajectory Predictions Under the Guidance of Trajectory Anomaly Detection Model Chunnan Wang Cheng Liang Xiang Chen Hongzhi Wang 50 1 0 09 Jan 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
Incremental Cross-view Mutual Distillation for Self-supervised Medical CT Synthesis Chaowei Fang Liang Wang Dingwen Zhang Jun Xu Yixuan Yuan Junwei Han OOD 90 14 0 20 Dec 2021
The MVTec 3D-AD Dataset for Unsupervised 3D Anomaly Detection and Localization Paul Bergmann Xin Jin David Sattlegger C. Steger 83 150 0 16 Dec 2021
Approaches Toward Physical and General Video Anomaly Detection Laura Kart Niv Cohen 70 0 0 14 Dec 2021
Discrete neural representations for explainable anomaly detection Stanislaw Szymanowicz James Charles R. Cipolla AAML AI4TS FAtt 78 20 0 10 Dec 2021
A Hierarchical Spatio-Temporal Graph Convolutional Neural Network for Anomaly Detection in Videos Xianling Zeng Yalong Jiang Wenrui Ding Hongguang Li Yafeng Hao Zifeng Qiu 72 58 0 08 Dec 2021
Regularity Learning via Explicit Distribution Modeling for Skeletal Video Anomaly Detection Shoubin Yu Zhong-Hua Zhao Haoshu Fang Andong Deng Haisheng Su Dongliang Wang Weihao Gan Cewu Lu Wei Wu 95 19 0 07 Dec 2021
SQUID: Deep Feature In-Painting for Unsupervised Anomaly Detection Tiange Xiang Yixiao Zhang Yongyi Lu Alan Yuille Chaoyi Zhang Weidong (Tom) Cai Zongwei Zhou UQCV 111 44 0 26 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
A Critical Study on the Recent Deep Learning Based Semi-Supervised Video Anomaly Detection Methods M. Baradaran R. Bergevin 84 17 0 02 Nov 2021
Wide and Narrow: Video Prediction from Context and Motion Jaehoon Cho Jiyoung Lee Changjae Oh Wonil Song Kwanghoon Sohn 74 1 0 22 Oct 2021
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 307 949 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
Y-GAN: Learning Dual Data Representations for Efficient Anomaly Detection Marija Ivanovska Vitomir Štruc 84 2 0 28 Sep 2021
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 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 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 Zhian Liu Yongwei Nie Chengjiang Long Qing Zhang Guiqing Li 178 234 0 16 Aug 2021
Memory-based Semantic Segmentation for Off-road Unstructured Natural Environments Youngsaeng Jin D. Han Hanseok Ko 30 13 0 12 Aug 2021
CPNet: Cross-Parallel Network for Efficient Anomaly Detection Youngsaeng Jin Jonghwan Hong D. Han Hanseok Ko 23 5 0 10 Aug 2021
Video Abnormal Event Detection by Learning to Complete Visual Cloze Tests Siqi Wang Guang Yu Zhiping Cai Xinwang Liu En Zhu Jianping Yin 43 4 0 05 Aug 2021
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
Explainable Deep Few-shot Anomaly Detection with Deviation Networks Guansong Pang Choubo Ding Chunhua Shen Anton Van Den Hengel 115 89 0 01 Aug 2021
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 Jinlei Hou Yingying Zhang Qiaoyong Zhong Di Xie Shiliang Pu Hong Zhou 84 144 0 28 Jul 2021
Discriminative-Generative Representation Learning for One-Class Anomaly Detection X. Xia Xizhou Pan Xing He Jingfei Zhang Ning Ding Lin Ma 64 4 0 27 Jul 2021