Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video

11 December 2018

Radu Tudor Ionescu

Fahad Shahbaz Khan

Mariana-Iuliana Georgescu

Ling Shao

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Papers citing "Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video"

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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 64 3 0 04 Mar 2025
ComplexVAD: Detecting Interaction Anomalies in Video Furkan Mumcu Michael J. Jones Yasin Yilmaz A. Cherian 53 0 0 17 Jan 2025
Detecting Contextual Anomalies by Discovering Consistent Spatial Regions Zhengye Yang Richard J. Radke 47 0 0 14 Jan 2025
MeLIAD: Interpretable Few-Shot Anomaly Detection with Metric Learning and Entropy-based Scoring Eirini Cholopoulou D. Iakovidis AAML 30 0 0 20 Sep 2024
Deep Learning for Video Anomaly Detection: A Review Peng Wu Chengyu Pan Yuting Yan Guansong Pang Peng Wang Yanning Zhang VLM AI4TS 50 6 0 09 Sep 2024
Weakly Supervised Video Anomaly Detection and Localization with Spatio-Temporal Prompts Peng Wu Xuerong Zhou Guansong Pang Zhiwei Yang Qingsen Yan Peng Wang Yanning Zhang 41 9 0 12 Aug 2024
What Matters in Autonomous Driving Anomaly Detection: A Weakly Supervised Horizon Utkarsh Tiwari Snehashis Majhi Michal Balazia François Brémond 33 0 0 10 Aug 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
uTRAND: Unsupervised Anomaly Detection in Traffic Trajectories Giacomo DÁmicantonio Egor Bondarau Peter H. N. de With AI4TS 55 0 0 19 Apr 2024
Interleaving One-Class and Weakly-Supervised Models with Adaptive Thresholding for Unsupervised Video Anomaly Detection Yongwei Nie Hao Huang Chengjiang Long Qing Zhang Pradipta Maji Hongmin Cai 36 1 0 24 Jan 2024
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
PseudoBound: Limiting the anomaly reconstruction capability of one-class classifiers using pseudo anomalies Marcella Astrid M. Zaheer Seung-Ik Lee 26 17 0 19 Mar 2023
Diversity-Measurable Anomaly Detection Wenrui Liu Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 35 56 0 09 Mar 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
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
MGFN: Magnitude-Contrastive Glance-and-Focus Network for Weakly-Supervised Video Anomaly Detection Y. Chen Zhengzhe Liu Baoheng Zhang W. Fok Xiaojuan Qi Yik-Chung Wu 10 110 0 28 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
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 267 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
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 28 4 0 27 Jul 2022
Video Anomaly Detection by Solving Decoupled Spatio-Temporal Jigsaw Puzzles Guodong Wang Yunhong Wang Jie Qin Dongming Zhang Xiuguo Bao Di Huang 24 78 0 20 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
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
Adversarial Machine Learning Attacks Against Video Anomaly Detection Systems Furkan Mumcu Keval Doshi Yasin Yılmaz AAML 21 9 0 07 Apr 2022
Visual anomaly detection in video by variational autoencoder Faraz Waseem Rafael Perez Martinez Chris Wu DRL 14 6 0 08 Mar 2022
Unknown-Aware Object Detection: Learning What You Don't Know from Videos in the Wild Xuefeng Du Xin Wang Gabriel Gozum Yixuan Li OODD 43 91 0 08 Mar 2022
Unsupervised Anomaly Detection from Time-of-Flight Depth Images Pascal Schneider J. Rambach B. Mirbach D. Stricker 32 7 0 02 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
Approaches Toward Physical and General Video Anomaly Detection Laura Kart Niv Cohen 45 0 0 14 Dec 2021
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
Learning Not to Reconstruct Anomalies Marcella Astrid M. Zaheer Jae-Yeong Lee Seung-Ik Lee 15 46 0 19 Oct 2021
Predicting Next Local Appearance for Video Anomaly Detection Pankaj Raj Roy Guillaume-Alexandre Bilodeau Lama Seoud 38 2 0 10 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 15 133 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
Decoupled Appearance and Motion Learning for Efficient Anomaly Detection in Surveillance Video Bo Li Sam Leroux Pieter Simoens 19 33 0 10 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 19 156 0 27 Aug 2020