Learning Deep Representations of Appearance and Motion for Anomalous Event Detection

6 October 2015

Dan Xu

Elisa Ricci

Yan Yan

Jingkuan Song

N. Sebe

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Papers citing "Learning Deep Representations of Appearance and Motion for Anomalous Event Detection"

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Title
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 38 1 0 20 Apr 2025
Anomaly detection in non-stationary videos using time-recursive differencing network based prediction Gargi V. Pillai Debashis Sen AI4TS 70 3 0 04 Mar 2025
Abnormal Event Detection In Videos Using Deep Embedding Darshan Venkatrayappa 20 0 0 15 Sep 2024
Deep Learning for Video Anomaly Detection: A Review Peng Wu Chengyu Pan Yuting Yan Guansong Pang Peng Wang Yanning Zhang VLM AI4TS 53 6 0 09 Sep 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 53 0 0 15 Jun 2024
Distilling Aggregated Knowledge for Weakly-Supervised Video Anomaly Detection Jash Dalvi Ali Dabouei Gunjan Dhanuka Min Xu 28 0 0 05 Jun 2024
DOAD: Decoupled One Stage Action Detection Network Shuning Chang Pichao Wang Fan Wang Jiashi Feng Mike Zheng Show 28 4 0 01 Apr 2023
Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep Models Yang Liu Dingkang Yang Yan Wang Jing Liu Jun Liu Azzedine Boukerche Peng Sun Liang Song 41 82 0 10 Feb 2023
EVAL: Explainable Video Anomaly Localization Vasu Singla Michael J. Jones Erik Learned-Miller 18 24 0 15 Dec 2022
Exploiting Completeness and Uncertainty of Pseudo Labels for Weakly Supervised Video Anomaly Detection Chen Zhang Guorong Li Yuankai Qi Shuhui Wang Laiyun Qing Qingming Huang Ming-Hsuan Yang 35 54 0 08 Dec 2022
Towards Realistic Out-of-Distribution Detection: A Novel Evaluation Framework for Improving Generalization in OOD Detection Vahid Reza Khazaie Anthony C. Wong Mohammad Sabokrou OODD 18 2 0 20 Nov 2022
Context Recovery and Knowledge Retrieval: A Novel Two-Stream Framework for Video Anomaly Detection Congqi Cao Yue Lu Yanning Zhang 62 21 0 07 Sep 2022
Look at Adjacent Frames: Video Anomaly Detection without Offline Training Yuqi Ouyang Guodong Shen Victor Sanchez OffRL 31 4 0 27 Jul 2022
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 30 70 0 16 Jul 2022
Anomaly Detection with Adversarially Learned Perturbations of Latent Space Vahid Reza Khazaie A. Wong John Taylor Jewell Y. Mohsenzadeh AAML 42 3 0 03 Jul 2022
Adversarial Machine Learning Attacks Against Video Anomaly Detection Systems Furkan Mumcu Keval Doshi Yasin Yılmaz AAML 24 9 0 07 Apr 2022
Learning to Adapt to Unseen Abnormal Activities under Weak Supervision Jaeyoo Park Junha Kim Bohyung Han OffRL 23 5 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 32 130 0 08 Mar 2022
Learning Not to Reconstruct Anomalies Marcella Astrid M. Zaheer Jae-Yeong Lee Seung-Ik Lee 15 46 0 19 Oct 2021
Weakly-Supervised Spatio-Temporal Anomaly Detection in Surveillance Video Jie Wu Wei Zhang Guanbin Li Wenhao Wu Xiao Tan Yingying Li Errui Ding Liang Lin 37 66 0 09 Aug 2021
Offline Reinforcement Learning as Anti-Exploration Shideh Rezaeifar Robert Dadashi Nino Vieillard Léonard Hussenot Olivier Bachem Olivier Pietquin M. Geist OffRL 54 51 0 11 Jun 2021
OLED: One-Class Learned Encoder-Decoder Network with Adversarial Context Masking for Novelty Detection John Taylor Jewell Vahid Reza Khazaie Y. Mohsenzadeh 19 27 0 27 Mar 2021
A Modular and Unified Framework for Detecting and Localizing Video Anomalies Keval Doshi Yasin Yılmaz 35 18 0 21 Mar 2021
Deep One-Class Classification via Interpolated Gaussian Descriptor Yuanhong Chen Yu Tian Guansong Pang G. Carneiro VLM 30 96 0 25 Jan 2021
Movement Tracks for the Automatic Detection of Fish Behavior in Videos Declan McIntosh T. Marques A. Albu R. Rountree F. D. Leo 19 12 0 28 Nov 2020
CLAWS: Clustering Assisted Weakly Supervised Learning with Normalcy Suppression for Anomalous Event Detection M. Zaheer Arif Mahmood Marcella Astrid Seung-Ik Lee 17 133 0 24 Nov 2020
Anomaly Detection in Video via Self-Supervised and Multi-Task Learning Mariana-Iuliana Georgescu Antonio Bărbălău Radu Tudor Ionescu Fahad Shahbaz Khan Marius Popescu M. Shah SSL 36 255 0 15 Nov 2020
UAV-AdNet: Unsupervised Anomaly Detection using Deep Neural Networks for Aerial Surveillance Ilker Bozcan Erdal Kayacan 40 27 0 05 Nov 2020
Robust Unsupervised Video Anomaly Detection by Multi-Path Frame Prediction Xinyu Wang Zhengping Che Bo Jiang Ning Xiao Ke Yang Jian-Bo Tang Jieping Ye Jingyu Wang Q. Qi 25 136 0 05 Nov 2020
Online Anomaly Detection in Surveillance Videos with Asymptotic Bounds on False Alarm Rate Keval Doshi Y. Yilmaz 29 92 0 10 Oct 2020
Audio-Visual Event Localization via Recursive Fusion by Joint Co-Attention Bin Duan Hao Tang Wei Wang Ziliang Zong Guowei Yang Yan Yan 33 59 0 14 Aug 2020
G2D: Generate to Detect Anomaly M. PourReza Bahram Mohammadi Mostafa Khaki Samir Bouindour H. Snoussi Mohammad Sabokrou 16 60 0 20 Jun 2020
Exploring the role of Input and Output Layers of a Deep Neural Network in Adversarial Defense Jay N. Paranjape R. Dubey Vijendran V. Gopalan AAML 31 2 0 02 Jun 2020
Urban Anomaly Analytics: Description, Detection, and Prediction Mingyang Zhang Tong Li Yue Yu Yong Li Pan Hui Yu Zheng 33 75 0 25 Apr 2020
Old is Gold: Redefining the Adversarially Learned One-Class Classifier Training Paradigm M. Zaheer Jin-ha Lee Marcella Astrid Seung-Ik Lee AAML 27 221 0 16 Apr 2020
Towards Anomaly Detection in Dashcam Videos S. Haresh Sateesh Kumar M. Zia Quoc-Huy Tran 27 30 0 11 Apr 2020
Fast Distance-based Anomaly Detection in Images Using an Inception-like Autoencoder Natasa Sarafijanovic-Djukic Jesse Davis 30 24 0 12 Mar 2020
Learning a distance function with a Siamese network to localize anomalies in videos B. Ramachandra Michael Jeffrey Jones Ranga Raju Vatsavai 19 78 0 24 Jan 2020
RWF-2000: An Open Large Scale Video Database for Violence Detection Ming Cheng Kunjing Cai Ming Li 24 139 0 14 Nov 2019
Drivers Drowsiness Detection using Condition-Adaptive Representation Learning Framework Jongmin Yu Sangwook Park Sangwook Lee M. Jeon MedIm 38 84 0 22 Oct 2019
Convolutional Recurrent Reconstructive Network for Spatiotemporal Anomaly Detection in Solder Paste Inspection Yong-Ho Yoo Ue-Hwan Kim Jong-hwan Kim UQCV 18 23 0 22 Aug 2019
Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection Royston Rodrigues Neha Bhargava R. Velmurugan S. Chaudhuri 17 82 0 12 Aug 2019
Challenges in Time-Stamp Aware Anomaly Detection in Traffic Videos Kuldeep Marotirao Biradar Ayushi Gupta Murari Mandal Santosh Kumar Vipparthi AI4TS 14 28 0 11 Jun 2019
Anomaly Detection in Road Traffic Using Visual Surveillance: A Survey Santhosh Kelathodi Kumaran D. P. Dogra P. Roy 27 134 0 24 Jan 2019
Deep Learning for Anomaly Detection: A Survey Raghavendra Chalapathy Sanjay Chawla AI4TS 41 1,479 0 10 Jan 2019
Video Anomaly Detection and Localization via Gaussian Mixture Fully Convolutional Variational Autoencoder Yaxiang Fan G. Wen Deren Li S. Qiu M. Levine DRL 19 211 0 29 May 2018
AVID: Adversarial Visual Irregularity Detection Mohammad Sabokrou M. PourReza Mohsen Fayyaz R. Entezari M. Fathy Jürgen Gall Ehsan Adeli GAN 16 90 0 24 May 2018
Adversarially Learned One-Class Classifier for Novelty Detection Mohammad Sabokrou Mohammad Khalooei M. Fathy Ehsan Adeli AAML 18 685 0 25 Feb 2018
Real-world Anomaly Detection in Surveillance Videos Waqas Sultani Chen Chen M. Shah AI4TS 43 1,456 0 12 Jan 2018
Detecting abnormal events in video using Narrowed Normality Clusters Radu Tudor Ionescu Sorina Smeureanu Marius Popescu B. Alexe 32 95 0 12 Jan 2018