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Deep Anomaly Discovery From Unlabeled Videos via Normality Advantage and Self-Paced Refinement

4 August 2021

Papers citing "Deep Anomaly Discovery From Unlabeled Videos via Normality Advantage and Self-Paced Refinement"

46 / 46 papers shown

Title
ProDisc-VAD: An Efficient System for Weakly-Supervised Anomaly Detection in Video Surveillance Applications Tao Zhu Qi Yu Xinru Dong Shiyu Li Yue Liu Jinlong Jiang Lei Shu 60 0 0 04 May 2025
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 165 232 0 16 Aug 2021
Weakly Supervised Temporal Anomaly Segmentation with Dynamic Time Warping Dongha Lee Sehun Yu Hyunjun Ju Hwanjo Yu 34 13 0 15 Aug 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 71 67 0 09 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 70 73 0 29 Jul 2021
Learning Normal Dynamics in Videos with Meta Prototype Network Hui Lv Chong Chen Zhen Cui Chunyan Xu Yong Li Jian Yang 78 145 0 14 Apr 2021
MIST: Multiple Instance Self-Training Framework for Video Anomaly Detection Jianfeng Feng Fa-Ting Hong Weishi Zheng 89 247 0 04 Apr 2021
Curriculum Learning: A Survey Petru Soviany Radu Tudor Ionescu Paolo Rota N. Sebe ODL 140 355 0 25 Jan 2021
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning Yu Tian Guansong Pang Yuanhong Chen Rajvinder Singh Johan Verjans G. Carneiro AI4TS 81 309 0 25 Jan 2021
CLAWS: Clustering Assisted Weakly Supervised Learning with Normalcy Suppression for Anomalous Event Detection M. Zaheer Arif Mahmood Marcella Astrid Seung-Ik Lee 69 134 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 84 258 0 15 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 55 138 0 05 Nov 2020
Online Anomaly Detection in Surveillance Videos with Asymptotic Bounds on False Alarm Rate Keval Doshi Y. Yilmaz 402 93 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 95 160 0 27 Aug 2020
Cloze Test Helps: Effective Video Anomaly Detection via Learning to Complete Video Events Guang Yu Siqi Wang Zhiping Cai En Zhu Chuanfu Xu Jianping Yin Marius Kloft 76 196 0 27 Aug 2020
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID Yixiao Ge Feng Zhu Dapeng Chen Rui Zhao Hongsheng Li VLM 69 562 0 04 Jun 2020
Old is Gold: Redefining the Adversarially Learned One-Class Classifier Training Paradigm M. Zaheer Jin-ha Lee Marcella Astrid Seung-Ik Lee AAML 67 222 0 16 Apr 2020
A Survey of Single-Scene Video Anomaly Detection B. Ramachandra Michael J. Jones Ranga Raju Vatsavai AI4TS 79 179 0 13 Apr 2020
Learning Memory-guided Normality for Anomaly Detection Hyunjong Park Jongyoun Noh Bumsub Ham 56 637 0 30 Mar 2020
Self-trained Deep Ordinal Regression for End-to-End Video Anomaly Detection Guansong Pang Cheng Yan Chunhua Shen Anton Van Den Hengel Xiao Bai 61 209 0 15 Mar 2020
Learning a distance function with a Siamese network to localize anomalies in videos B. Ramachandra Michael Jeffrey Jones Ranga Raju Vatsavai 84 79 0 24 Jan 2020
Learning From Multiple Experts: Self-paced Knowledge Distillation for Long-tailed Classification Liuyu Xiang Guiguang Ding Jungong Han 80 285 0 06 Jan 2020
Graph Embedded Pose Clustering for Anomaly Detection Amir Markovitz Gilad Sharir Itamar Friedman Lihi Zelnik-Manor S. Avidan 3DH 74 168 0 26 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 520 42,449 0 03 Dec 2019
Future Frame Prediction Using Convolutional VRNN for Anomaly Detection Yiwei Lu Mahesh Kumar Krishna Reddy Seyed shahabeddin Nabavi Yang Wang DRL 66 95 0 05 Sep 2019
Anomaly Detection in Video Sequence with Appearance-Motion Correspondence Trong-Nguyen Nguyen J. Meunier 85 347 0 17 Aug 2019
Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection Royston Rodrigues Neha Bhargava R. Velmurugan S. Chaudhuri 53 83 0 12 Aug 2019
Memorizing Normality to Detect Anomaly: Memory-augmented Deep Autoencoder for Unsupervised Anomaly Detection Dong Gong Lingqiao Liu Vuong Le Budhaditya Saha M. Mansour Svetha Venkatesh Anton Van Den Hengel UQCV 49 1,265 0 04 Apr 2019
Graph Convolutional Label Noise Cleaner: Train a Plug-and-play Action Classifier for Anomaly Detection Jia-Xing Zhong Nannan Li Weijie Kong Shan Liu Thomas H. Li Ge Li NoLa SSL 114 406 0 18 Mar 2019
Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos Romero Morais Vuong Le T. Tran Budhaditya Saha M. Mansour Svetha Venkatesh 163 262 0 08 Mar 2019
Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video Radu Tudor Ionescu Fahad Shahbaz Khan Mariana-Iuliana Georgescu Ling Shao 167 327 0 11 Dec 2018
Latent Space Autoregression for Novelty Detection Davide Abati Angelo Porrello Simone Calderara Rita Cucchiara 113 434 0 04 Jul 2018
Adversarially Learned One-Class Classifier for Novelty Detection Mohammad Sabokrou Mohammad Khalooei M. Fathy Ehsan Adeli AAML 154 693 0 25 Feb 2018
Real-world Anomaly Detection in Surveillance Videos Waqas Sultani Chen Chen M. Shah AI4TS 177 1,488 0 12 Jan 2018
Detecting abnormal events in video using Narrowed Normality Clusters Radu Tudor Ionescu Sorina Smeureanu Marius Popescu B. Alexe 74 96 0 12 Jan 2018
An overview of deep learning based methods for unsupervised and semi-supervised anomaly detection in videos Dilip Ravi Kiran Mathew Thomas Ranjith Parakkal 66 448 0 09 Jan 2018
Future Frame Prediction for Anomaly Detection -- A New Baseline Wen Liu Weixin Luo Dongze Lian Shenghua Gao 3DH 173 1,078 0 28 Dec 2017
Joint Detection and Recounting of Abnormal Events by Learning Deep Generic Knowledge Ryota Hinami Tao Mei Shiníchi Satoh 246 229 0 26 Sep 2017
Abnormal Event Detection in Videos using Generative Adversarial Nets Mahdyar Ravanbakhsh Moin Nabi E. Sangineto L. Marcenaro C. Regazzoni N. Sebe GAN 111 437 0 31 Aug 2017
Unmasking the abnormal events in video Radu Tudor Ionescu Sorina Smeureanu B. Alexe Marius Popescu 65 274 0 23 May 2017
FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks Eddy Ilg N. Mayer Tonmoy Saikia Margret Keuper Alexey Dosovitskiy Thomas Brox 3DPC 255 3,081 0 06 Dec 2016
Plug-and-Play CNN for Crowd Motion Analysis: An Application in Abnormal Event Detection Mahdyar Ravanbakhsh Moin Nabi Hossein Mousavi E. Sangineto N. Sebe 162 198 0 02 Oct 2016
A Discriminative Framework for Anomaly Detection in Large Videos Allison Del Giorno J. Andrew Bagnell M. Hebert AI4TS 136 183 0 28 Sep 2016
Self-Paced Learning: an Implicit Regularization Perspective Yanbo Fan Ran He Jian Liang Bao-Gang Hu 56 54 0 01 Jun 2016
Self Paced Deep Learning for Weakly Supervised Object Detection E. Sangineto Moin Nabi D. Ćulibrk N. Sebe WSOD SSL 68 117 0 24 May 2016
Learning Temporal Regularity in Video Sequences Mahmudul Hasan Jonghyun Choi J. Neumann Amit K. Roy-Chowdhury L. Davis 169 1,106 0 15 Apr 2016