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A Background-Agnostic Framework with Adversarial Training for Abnormal
  Event Detection in Video

A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video

27 August 2020
Mariana-Iuliana Georgescu
Radu Tudor Ionescu
Fahad Shahbaz Khan
Marius Popescu
M. Shah
ArXivPDFHTML

Papers citing "A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video"

50 / 63 papers shown
Title
Advancing Video Anomaly Detection: A Bi-Directional Hybrid Framework for Enhanced Single- and Multi-Task Approaches
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
AVadCLIP: Audio-Visual Collaboration for Robust Video Anomaly Detection
AVadCLIP: Audio-Visual Collaboration for Robust Video Anomaly Detection
Peng Wu
Wanshun Su
Guansong Pang
Yujia Sun
Qingsen Yan
Peng Wang
Yuyao Zhang
VLM
55
0
0
06 Apr 2025
Video Anomaly Detection with Contours - A Study
Video Anomaly Detection with Contours - A Study
M. Siemon
I. Nikolov
T. Moeslund
Kamal Nasrollahi
3DH
55
0
0
25 Mar 2025
MoFM: A Large-Scale Human Motion Foundation Model
MoFM: A Large-Scale Human Motion Foundation Model
Mohammadreza Baharani
Ghazal Alinezhad Noghre
Armin Danesh Pazho
Gabriel Maldonado
Hamed Tabkhi
AI4CE
167
1
0
08 Feb 2025
ComplexVAD: Detecting Interaction Anomalies in Video
ComplexVAD: Detecting Interaction Anomalies in Video
Furkan Mumcu
Michael J. Jones
Yasin Yilmaz
A. Cherian
46
0
0
17 Jan 2025
Detecting Contextual Anomalies by Discovering Consistent Spatial Regions
Detecting Contextual Anomalies by Discovering Consistent Spatial Regions
Zhengye Yang
Richard J. Radke
43
0
0
14 Jan 2025
Adversarial Training: A Survey
Adversarial Training: A Survey
Mengnan Zhao
Lihe Zhang
Jingwen Ye
Huchuan Lu
Baocai Yin
Xinchao Wang
AAML
28
1
0
19 Oct 2024
Appearance Blur-driven AutoEncoder and Motion-guided Memory Module for
  Video Anomaly Detection
Appearance Blur-driven AutoEncoder and Motion-guided Memory Module for Video Anomaly Detection
Jiahao Lyu
Minghua Zhao
Jing Hu
Xuewen Huang
Shuangli Du
Cheng Shi
Zhiyong Lv
28
1
0
26 Sep 2024
Deep Learning for Video Anomaly Detection: A Review
Deep Learning for Video Anomaly Detection: A Review
Peng Wu
Chengyu Pan
Yuting Yan
Guansong Pang
Peng Wang
Yanning Zhang
VLM
AI4TS
42
6
0
09 Sep 2024
Weakly Supervised Video Anomaly Detection and Localization with
  Spatio-Temporal Prompts
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
28
9
0
12 Aug 2024
Cross-Domain Learning for Video Anomaly Detection with Limited
  Supervision
Cross-Domain Learning for Video Anomaly Detection with Limited Supervision
Yashika Jain
Ali Dabouei
Min Xu
24
1
0
09 Aug 2024
Follow the Rules: Reasoning for Video Anomaly Detection with Large
  Language Models
Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models
Yuchen Yang
Kwonjoon Lee
Behzad Dariush
Yinzhi Cao
Shao-Yuan Lo
LRM
42
12
0
14 Jul 2024
Bounding Boxes and Probabilistic Graphical Models: Video Anomaly
  Detection Simplified
Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified
M. Siemon
T. Moeslund
Barry Norton
Kamal Nasrollahi
39
3
0
08 Jul 2024
Few-Shot Anomaly Detection via Category-Agnostic Registration Learning
Few-Shot Anomaly Detection via Category-Agnostic Registration Learning
Chaoqin Huang
Haoyan Guan
Aofan Jiang
Yanfeng Wang
Michael W. Spratling
Xinchao Wang
Ya Zhang
59
0
0
13 Jun 2024
Networking Systems for Video Anomaly Detection: A Tutorial and Survey
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
LogicAL: Towards logical anomaly synthesis for unsupervised anomaly
  localization
LogicAL: Towards logical anomaly synthesis for unsupervised anomaly localization
Ying Zhao
48
6
0
11 May 2024
Exploiting Autoencoder's Weakness to Generate Pseudo Anomalies
Exploiting Autoencoder's Weakness to Generate Pseudo Anomalies
Marcella Astrid
Muhammad Zaigham Zaheer
Djamila Aouada
Seung-Ik Lee
AAML
43
1
0
09 May 2024
Evaluating the Effectiveness of Video Anomaly Detection in the Wild:
  Online Learning and Inference for Real-world Deployment
Evaluating the Effectiveness of Video Anomaly Detection in the Wild: Online Learning and Inference for Real-world Deployment
S. Yao
Ghazal Alinezhad Noghre
Armin Danesh Pazho
Hamed Tabkhi
29
2
0
29 Apr 2024
Frequency-Guided Multi-Level Human Action Anomaly Detection with
  Normalizing Flows
Frequency-Guided Multi-Level Human Action Anomaly Detection with Normalizing Flows
Shun Maeda
Chunzhi Gu
Junzhou Yu
Shogo Tokai
Shangce Gao
Chao Zhang
24
0
0
26 Apr 2024
Patch Spatio-Temporal Relation Prediction for Video Anomaly Detection
Patch Spatio-Temporal Relation Prediction for Video Anomaly Detection
Hao Shen
Lu Shi
Wanru Xu
Yigang Cen
Linna Zhang
Gaoyun An
ViT
33
0
0
28 Mar 2024
MULDE: Multiscale Log-Density Estimation via Denoising Score Matching
  for Video Anomaly Detection
MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection
Jakub Micorek
Horst Possegger
Dominik Narnhofer
Horst Bischof
Mateusz Koziñski
18
6
0
21 Mar 2024
Graph-Jigsaw Conditioned Diffusion Model for Skeleton-based Video
  Anomaly Detection
Graph-Jigsaw Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection
Ali Karami
Thi Kieu Khanh Ho
Narges Armanfard
DiffM
31
4
0
18 Mar 2024
Advancing Video Anomaly Detection: A Concise Review and a New Dataset
Advancing Video Anomaly Detection: A Concise Review and a New Dataset
Liyun Zhu
Lei Wang
Arjun Raj
Tom Gedeon
Chen Chen
24
13
0
07 Feb 2024
Interleaving One-Class and Weakly-Supervised Models with Adaptive
  Thresholding for Unsupervised Video Anomaly Detection
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
34
1
0
24 Jan 2024
Text-Driven Traffic Anomaly Detection with Temporal High-Frequency
  Modeling in Driving Videos
Text-Driven Traffic Anomaly Detection with Temporal High-Frequency Modeling in Driving Videos
Rongqin Liang
Yuanman Li
Jiantao Zhou
Xia Li
42
6
0
07 Jan 2024
A brief introduction to a framework named Multilevel
  Guidance-Exploration Network
A brief introduction to a framework named Multilevel Guidance-Exploration Network
Guoqing Yang
Zhiming Luo
Jianzhe Gao
Yingxin Lai
Kun Yang
Yifan He
Shaozi Li
3DH
29
0
0
07 Dec 2023
Video Anomaly Detection via Spatio-Temporal Pseudo-Anomaly Generation :
  A Unified Approach
Video Anomaly Detection via Spatio-Temporal Pseudo-Anomaly Generation : A Unified Approach
Ayush K. Rai
Tarun Krishna
Feiyan Hu
Alexandru Drimbarean
Kevin McGuinness
Alan F. Smeaton
Noel E. O'Connor
42
1
0
27 Nov 2023
Autoencoder with Group-based Decoder and Multi-task Optimization for
  Anomalous Sound Detection
Autoencoder with Group-based Decoder and Multi-task Optimization for Anomalous Sound Detection
Yifan Zhou
Dongxing Xu
Haoran Wei
Yanhua Long
24
0
0
15 Nov 2023
Beyond the Benchmark: Detecting Diverse Anomalies in Videos
Beyond the Benchmark: Detecting Diverse Anomalies in Videos
Yoav Arad
Michael Werman
16
2
0
03 Oct 2023
Human Kinematics-inspired Skeleton-based Video Anomaly Detection
Human Kinematics-inspired Skeleton-based Video Anomaly Detection
Jian Xiao
Tianyuan Liu
Genlin Ji
3DH
24
2
0
27 Sep 2023
Divide and Conquer in Video Anomaly Detection: A Comprehensive Review
  and New Approach
Divide and Conquer in Video Anomaly Detection: A Comprehensive Review and New Approach
Jian Xiao
Tianyuan Liu
G. Ji
21
6
0
26 Sep 2023
Reasonable Anomaly Detection in Long Sequences
Reasonable Anomaly Detection in Long Sequences
Yalong Jiang
Changkang Li
AI4TS
40
0
0
06 Sep 2023
A Memory-Augmented Multi-Task Collaborative Framework for Unsupervised
  Traffic Accident Detection in Driving Videos
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
Self-Distilled Masked Auto-Encoders are Efficient Video Anomaly
  Detectors
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
Reconstruction Error-based Anomaly Detection with Few Outlying Examples
Reconstruction Error-based Anomaly Detection with Few Outlying Examples
F. Angiulli
Fabio Fassetti
L. Ferragina
UQCV
AAML
25
3
0
17 May 2023
Hierarchical Semantic Contrast for Scene-aware Video Anomaly Detection
Hierarchical Semantic Contrast for Scene-aware Video Anomaly Detection
Shengyang Sun
Xiaojin Gong
42
46
0
23 Mar 2023
PseudoBound: Limiting the anomaly reconstruction capability of one-class
  classifiers using pseudo anomalies
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
Explainable Anomaly Detection in Images and Videos: A Survey
Explainable Anomaly Detection in Images and Videos: A Survey
Yizhou Wang
Dongliang Guo
Sheng Li
Octavia Camps
Yun Fu
29
5
0
13 Feb 2023
Generalized Video Anomaly Event Detection: Systematic Taxonomy and
  Comparison of Deep Models
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
33
80
0
10 Feb 2023
Contracting Skeletal Kinematics for Human-Related Video Anomaly
  Detection
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection
Alessandro Flaborea
Guido DÁmely
S. DÁrrigo
Marco Aurelio Sterpa
Alessio Sampieri
Fabio Galasso
35
11
0
23 Jan 2023
EVAL: Explainable Video Anomaly Localization
EVAL: Explainable Video Anomaly Localization
Vasu Singla
Michael J. Jones
Erik Learned-Miller
18
24
0
15 Dec 2022
Cross-Domain Video Anomaly Detection without Target Domain Adaptation
Cross-Domain Video Anomaly Detection without Target Domain Adaptation
Abhishek Aich
Kuan-Chuan Peng
A. Roy-Chowdhury
29
24
0
14 Dec 2022
Lightning Fast Video Anomaly Detection via Adversarial Knowledge
  Distillation
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
34
2
0
28 Nov 2022
Normalizing Flows for Human Pose Anomaly Detection
Normalizing Flows for Human Pose Anomaly Detection
Or Hirschorn
S. Avidan
3DH
19
46
0
20 Nov 2022
LGN-Net: Local-Global Normality Network for Video Anomaly Detection
LGN-Net: Local-Global Normality Network for Video Anomaly Detection
Mengyang Zhao
Xinhua Zeng
Yang Liu
Jing Liu
Di Li
Xinhua Zeng
Chengxin Pang
31
11
0
14 Nov 2022
Spatio-temporal predictive tasks for abnormal event detection in videos
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
Multi-Task Learning based Video Anomaly Detection with Attention
Multi-Task Learning based Video Anomaly Detection with Attention
M. Baradaran
R. Bergevin
32
3
0
14 Oct 2022
Self-Supervised Masked Convolutional Transformer Block for Anomaly
  Detection
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
258
61
0
25 Sep 2022
Context Recovery and Knowledge Retrieval: A Novel Two-Stream Framework
  for Video Anomaly Detection
Context Recovery and Knowledge Retrieval: A Novel Two-Stream Framework for Video Anomaly Detection
Congqi Cao
Yue Lu
Yanning Zhang
59
21
0
07 Sep 2022
Concept Drift Challenge in Multimedia Anomaly Detection: A Case Study
  with Facial Datasets
Concept Drift Challenge in Multimedia Anomaly Detection: A Case Study with Facial Datasets
Pratibha Kumari
Priya Choudhary
P. Atrey
Mukesh Saini
17
6
0
27 Jul 2022
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