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UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection

UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection

16 November 2021
Andra Acsintoae
Andrei Florescu
Mariana-Iuliana Georgescu
Tudor Mare
Paul Sumedrea
Radu Tudor Ionescu
Fahad Shahbaz Khan
M. Shah
    AI4TS
ArXivPDFHTML

Papers citing "UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection"

48 / 48 papers shown
Title
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
AnyAnomaly: Zero-Shot Customizable Video Anomaly Detection with LVLM
Sunghyun Ahn
Youngwan Jo
Kijung Lee
Sein Kwon
Inpyo Hong
Sanghyun Park
60
0
0
06 Mar 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
Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection
Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection
Xiaofeng Tan
Hongsong Wang
Xin Geng
Liang Wang
DiffM
AAML
VGen
88
0
0
04 Dec 2024
Privacy-Preserving Video Anomaly Detection: A Survey
Privacy-Preserving Video Anomaly Detection: A Survey
Jing Liu
Yang Liu
Xiaoguang Zhu
97
2
0
21 Nov 2024
Vision-Language Models Assisted Unsupervised Video Anomaly Detection
Vision-Language Models Assisted Unsupervised Video Anomaly Detection
Yalong Jiang
Liquan Mao
23
0
0
21 Sep 2024
Deep Graph Anomaly Detection: A Survey and New Perspectives
Deep Graph Anomaly Detection: A Survey and New Perspectives
Hezhe Qiao
Hanghang Tong
Bo An
Irwin King
Charu Aggarwal
Guansong Pang
35
6
0
16 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
Unveiling Context-Related Anomalies: Knowledge Graph Empowered
  Decoupling of Scene and Action for Human-Related Video Anomaly Detection
Unveiling Context-Related Anomalies: Knowledge Graph Empowered Decoupling of Scene and Action for Human-Related Video Anomaly Detection
Chenglizhao Chen
Xinyu Liu
Mengke Song
Luming Li
Xu Yu
Shanchen Pang
41
0
0
05 Sep 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
27
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
DA-Flow: Dual Attention Normalizing Flow for Skeleton-based Video
  Anomaly Detection
DA-Flow: Dual Attention Normalizing Flow for Skeleton-based Video Anomaly Detection
Ruituo Wu
Yang Chen
Jian Xiao
Bing Li
Jicong Fan
Frédéric Dufaux
Ce Zhu
Yipeng Liu
37
0
0
05 Jun 2024
Hawk: Learning to Understand Open-World Video Anomalies
Hawk: Learning to Understand Open-World Video Anomalies
Jiaqi Tang
Hao Lu
Ruizheng Wu
Xiaogang Xu
Ke Ma
Cheng Fang
Bin Guo
Jiangbo Lu
Qifeng Chen
Ying-Cong Chen
VLM
40
9
0
27 May 2024
Qsco: A Quantum Scoring Module for Open-set Supervised Anomaly Detection
Qsco: A Quantum Scoring Module for Open-set Supervised Anomaly Detection
Yifeng Peng
Xinyi Li
Zhiding Liang
Ying Wang
44
0
0
25 May 2024
IPAD: Industrial Process Anomaly Detection Dataset
IPAD: Industrial Process Anomaly Detection Dataset
Jinfan Liu
Yichao Yan
Junjie Li
Weiming Zhao
Pengzhi Chu
Xingdong Sheng
Yunhui Liu
Xiaokang Yang
40
0
0
23 Apr 2024
Hierarchical Gaussian Mixture Normalizing Flow Modeling for Unified
  Anomaly Detection
Hierarchical Gaussian Mixture Normalizing Flow Modeling for Unified Anomaly Detection
Xincheng Yao
Ruoqing Li
Zefeng Qian
Lu Wang
Chongyang Zhang
22
9
0
20 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
Exploiting Structural Consistency of Chest Anatomy for Unsupervised
  Anomaly Detection in Radiography Images
Exploiting Structural Consistency of Chest Anatomy for Unsupervised Anomaly Detection in Radiography Images
Tiange Xiang
Yixiao Zhang
Yongyi Lu
Alan L. Yuille
Chaoyi Zhang
Weidong Cai
Zongwei Zhou
44
3
0
13 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
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
Anomaly Heterogeneity Learning for Open-set Supervised Anomaly Detection
Anomaly Heterogeneity Learning for Open-set Supervised Anomaly Detection
Jiawen Zhu
Choubo Ding
Yu Tian
Guansong Pang
45
12
0
19 Oct 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
Survey on video anomaly detection in dynamic scenes with moving cameras
Survey on video anomaly detection in dynamic scenes with moving cameras
Runyu Jiao
Yi Wan
Fabio Poiesi
Yiming Wang
35
9
0
14 Aug 2023
Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video
  Anomaly Detection
Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection
Alessandro Flaborea
Luca Collorone
Guido DÁmely
S. DÁrrigo
Bardh Prenkaj
Fabio Galasso
VGen
DiffM
31
37
0
14 Jul 2023
GADBench: Revisiting and Benchmarking Supervised Graph Anomaly Detection
GADBench: Revisiting and Benchmarking Supervised Graph Anomaly Detection
Jianheng Tang
Fengrui Hua
Zi-Chao Gao
P. Zhao
Jia Li
27
55
0
21 Jun 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
A New Comprehensive Benchmark for Semi-supervised Video Anomaly
  Detection and Anticipation
A New Comprehensive Benchmark for Semi-supervised Video Anomaly Detection and Anticipation
Congqi Cao
Yue Lu
Peng Wang
Yanning Zhang
60
34
0
23 May 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
Long-Short Temporal Co-Teaching for Weakly Supervised Video Anomaly
  Detection
Long-Short Temporal Co-Teaching for Weakly Supervised Video Anomaly Detection
Shengyang Sun
Xiaojin Gong
30
18
0
31 Mar 2023
Unbiased Multiple Instance Learning for Weakly Supervised Video Anomaly
  Detection
Unbiased Multiple Instance Learning for Weakly Supervised Video Anomaly Detection
Hui Lv
Zhongqi Yue
Qianru Sun
Bin Luo
Zhen Cui
Hanwang Zhang
WSOD
26
64
0
22 Mar 2023
Understanding the Challenges and Opportunities of Pose-based Anomaly
  Detection
Understanding the Challenges and Opportunities of Pose-based Anomaly Detection
Ghazal Alinezhad Noghre
Armin Danesh Pazho
Vinit Katariya
Hamed Tabkhi
24
11
0
09 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
82
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
FedTADBench: Federated Time-Series Anomaly Detection Benchmark
FedTADBench: Federated Time-Series Anomaly Detection Benchmark
Fanxing Liu
Cheng Zeng
Le Zhang
Yingjie Zhou
Qing Mu
Yanru Zhang
Ling Zhang
Ce Zhu
OOD
FedML
AI4TS
31
8
0
19 Dec 2022
CHAD: Charlotte Anomaly Dataset
CHAD: Charlotte Anomaly Dataset
Armin Danesh Pazho
Ghazal Alinezhad Noghre
B. R. Ardabili
Christopher Neff
Hamed Tabkhi
36
13
0
19 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
VLG: General Video Recognition with Web Textual Knowledge
VLG: General Video Recognition with Web Textual Knowledge
Jintao Lin
Zhaoyang Liu
Wenhai Wang
Wayne Wu
Limin Wang
39
0
0
03 Dec 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
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
261
61
0
25 Sep 2022
Real-world Video Anomaly Detection by Extracting Salient Features in
  Videos
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
SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video
  Anomaly Detection
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
25
70
0
16 Jul 2022
NovelCraft: A Dataset for Novelty Detection and Discovery in Open Worlds
NovelCraft: A Dataset for Novelty Detection and Discovery in Open Worlds
Patrick Feeney
Sarah Schneider
Panagiotis Lymperopoulos
Liping Liu
matthias. scheutz
Michael C. Hughes Dept. of Computer Science
38
5
0
23 Jun 2022
Is Space-Time Attention All You Need for Video Understanding?
Is Space-Time Attention All You Need for Video Understanding?
Gedas Bertasius
Heng Wang
Lorenzo Torresani
ViT
283
1,984
0
09 Feb 2021
1