Abnormal Event Detection in Videos using Generative Adversarial Nets

31 August 2017

Papers citing "Abnormal Event Detection in Videos using Generative Adversarial Nets"

50 / 63 papers shown

Title
Anomaly detection in non-stationary videos using time-recursive differencing network based prediction Gargi V. Pillai Debashis Sen AI4TS 64 3 0 04 Mar 2025
Abnormal Event Detection In Videos Using Deep Embedding Darshan Venkatrayappa 18 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 45 6 0 09 Sep 2024
Towards Open-World Object-based Anomaly Detection via Self-Supervised Outlier Synthesis Brian K. S. Isaac-Medina Yona Falinie A. Gaus Neelanjan Bhowmik T. Breckon 28 2 0 22 Jul 2024
Networking Systems for Video Anomaly Detection: A Tutorial and Survey Jing Liu Yang Liu Jieyu Lin Jielin Li Peng Sun Bo Hu Liang Song Azzedine Boukerche Victor C.M. Leung Victor C.M. Leung 43 10 0 16 May 2024
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 11 2 0 27 Jul 2023
Unsupervised Video Anomaly Detection with Diffusion Models Conditioned on Compact Motion Representations Anil Osman Tur Nicola Dall’Asen Cigdem Beyan Elisa Ricci DiffM VGen 27 14 0 04 Jul 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 26 20 0 21 Jun 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
Making Reconstruction-based Method Great Again for Video Anomaly Detection Yizhou Wang Can Qin Yue Bai Yi Xu Xu Ma Yun Fu ViT 31 18 0 28 Jan 2023
EVAL: Explainable Video Anomaly Localization Vasu Singla Michael J. Jones Erik Learned-Miller 18 24 0 15 Dec 2022
Lightning Fast Video Anomaly Detection via Adversarial Knowledge Distillation Florinel-Alin Croitoru Nicolae-Cătălin Ristea D. Dascalescu Radu Tudor Ionescu Fahad Shahbaz Khan M. Shah 43 2 0 28 Nov 2022
Exploiting Spatial-temporal Correlations for Video Anomaly Detection Mengyang Zhao Yang Liu Jing Li Xinhua Zeng 30 15 0 02 Nov 2022
Spatio-temporal predictive tasks for abnormal event detection in videos Yassine Naji Aleksandr Setkov Angélique Loesch M. Gouiffès Romaric Audigier 21 5 0 27 Oct 2022
Anomaly Detection in Aerial Videos with Transformers P. Jin Lichao Mou Guisong Xia Xiao Xiang Zhu ViT AI4TS 27 22 0 25 Sep 2022
Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection Neelu Madan Nicolae-Cătălin Ristea Radu Tudor Ionescu Kamal Nasrollahi Fahad Shahbaz Khan T. Moeslund M. Shah ViT MedIm 264 62 0 25 Sep 2022
Real-world Video Anomaly Detection by Extracting Salient Features in Videos Yudai Watanabe Makoto Okabe Y. Harada Naoji Kashima AI4TS 16 5 0 14 Sep 2022
Locality-aware Attention Network with Discriminative Dynamics Learning for Weakly Supervised Anomaly Detection Yujiang Pu Xiaoyu Wu 24 11 0 11 Aug 2022
Look at Adjacent Frames: Video Anomaly Detection without Offline Training Yuqi Ouyang Guodong Shen Victor Sanchez OffRL 25 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
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection A. Kanu-Asiegbu Ram Vasudevan Xiaoxiao Du 20 7 0 05 Jul 2022
Augment to Detect Anomalies with Continuous Labelling Vahid Reza Khazaie A. Wong Y. Mohsenzadeh 25 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 42 3 0 03 Jul 2022
Object Class Aware Video Anomaly Detection through Image Translation M. Baradaran R. Bergevin 30 6 0 03 May 2022
Generative Cooperative Learning for Unsupervised Video Anomaly Detection M. Zaheer Arif Mahmood M. H. Khan Mattia Segu Feng Yu Seung-Ik Lee AI4TS 27 130 0 08 Mar 2022
Visual anomaly detection in video by variational autoencoder Faraz Waseem Rafael Perez Martinez Chris Wu DRL 14 6 0 08 Mar 2022
Regional-Local Adversarially Learned One-Class Classifier Anomalous Sound Detection in Global Long-Term Space Yuyang Sha J. Faber S. Gou Bonnie M. Liu Wei Li ... T. Steckenreiter D. Vnucec Nadine Wetzstein A. Widl Kai Zhou AAML 33 6 0 26 Feb 2022
MDS-Net: A Multi-scale Depth Stratification Based Monocular 3D Object Detection Algorithm Zhouzhen Xie Yuying Song Jingxuan Wu Zecheng Li Chunyi Song Zhiwei Xu 3DPC 35 2 0 12 Jan 2022
Discrete neural representations for explainable anomaly detection Stanislaw Szymanowicz James Charles R. Cipolla AAML AI4TS FAtt 27 20 0 10 Dec 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 33 86 0 16 Nov 2021
Synthetic Temporal Anomaly Guided End-to-End Video Anomaly Detection Marcella Astrid M. Zaheer Seung-Ik Lee AI4TS 27 45 0 19 Oct 2021
Learning Not to Reconstruct Anomalies Marcella Astrid M. Zaheer Jae-Yeong Lee Seung-Ik Lee 15 46 0 19 Oct 2021
Divide-and-Assemble: Learning Block-wise Memory for Unsupervised Anomaly Detection Jinlei Hou Yingying Zhang Qiaoyong Zhong Di Xie Shiliang Pu Hong Zhou 27 142 0 28 Jul 2021
Unsupervised detection of mouse behavioural anomalies using two-stream convolutional autoencoders Ezechukwu I. Nwokedi R. Bains L. Bidaut S. Wells Xujiong Ye James M. Brown 17 2 0 28 May 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
CLAWS: Clustering Assisted Weakly Supervised Learning with Normalcy Suppression for Anomalous Event Detection M. Zaheer Arif Mahmood Marcella Astrid Seung-Ik Lee 15 133 0 24 Nov 2020
Abnormal Event Detection in Urban Surveillance Videos Using GAN and Transfer Learning Ali Atghaei Soroush Ziaeinejad Mohammad Rahmati GAN 6 5 0 19 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
Robust Unsupervised Video Anomaly Detection by Multi-Path Frame Prediction Xueliang 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
A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video Mariana-Iuliana Georgescu Radu Tudor Ionescu Fahad Shahbaz Khan Marius Popescu M. Shah 17 156 0 27 Aug 2020
G2D: Generate to Detect Anomaly M. PourReza Bahram Mohammadi Mostafa Khaki Samir Bouindour H. Snoussi Mohammad Sabokrou 11 60 0 20 Jun 2020
Master-Auxiliary: an efficient aggregation strategy for video anomaly detection Zhiguo Wang Yujin Zhang Guijin Wang 26 4 0 24 May 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
Motion and Region Aware Adversarial Learning for Fall Detection with Thermal Imaging V. Mehta Abhinav Dhall Sujata Pal Shehroz S. Khan 25 22 0 17 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
Anomaly Detection by One Class Latent Regularized Networks Chengwei Chen Pan Chen Haichuan Song Y. Tao Yuan Xie Shouhong Ding Lizhuang Ma GAN 14 0 0 05 Feb 2020
Learning a distance function with a Siamese network to localize anomalies in videos B. Ramachandra Michael Jeffrey Jones Ranga Raju Vatsavai 14 78 0 24 Jan 2020