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2011.07491
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Anomaly Detection in Video via Self-Supervised and Multi-Task Learning
Computer Vision and Pattern Recognition (CVPR), 2020
15 November 2020
Mariana-Iuliana Georgescu
Antonio Bărbălău
Radu Tudor Ionescu
Fahad Shahbaz Khan
Marius Popescu
M. Shah
SSL
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Papers citing
"Anomaly Detection in Video via Self-Supervised and Multi-Task Learning"
50 / 132 papers shown
Cross-Learning from Scarce Data via Multi-Task Constrained Optimization
Leopoldo Agorio
J. Cerviño
Miguel Calvo-Fullana
Alejandro Ribeiro
J. Bazerque
166
0
0
17 Nov 2025
VADER: Towards Causal Video Anomaly Understanding with Relation-Aware Large Language Models
Ying Cheng
Y. Lin
Min-Hung Chen
Fu-En Yang
S. Lai
281
0
0
10 Nov 2025
GMFVAD: Using Grained Multi-modal Feature to Improve Video Anomaly Detection
Guangyu Dai
Dong Chen
Siliang Tang
Yueting Zhuang
175
0
0
23 Oct 2025
HyCoVAD: A Hybrid SSL-LLM Model for Complex Video Anomaly Detection
Mohammad Mahdi Hemmatyar
Mahdi Jafari
Mohammad Amin Yousefi
Mohammad Reza Nemati
Mobin Azadani
Hamid Reza Rastad
Amirmohammad Akbari
260
0
0
26 Sep 2025
Few-shot Human Action Anomaly Detection via a Unified Contrastive Learning Framework
Koichiro Kamide
Shunsuke Sakai
Shun Maeda
Chunzhi Gu
Chao Zhang
140
0
0
25 Aug 2025
A Survey on Video Anomaly Detection via Deep Learning: Human, Vehicle, and Environment
Ghazal Alinezhad Noghre
Armin Danesh Pazho
Hamed Tabkhi
288
6
0
19 Aug 2025
ALFred: An Active Learning Framework for Real-world Semi-supervised Anomaly Detection with Adaptive Thresholds
S. Yao
Ghazal Alinezhad Noghre
Armin Danesh Pazho
Hamed Tabkhi
159
4
0
12 Aug 2025
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM
Shibo Gao
P. Yang
Haiyang Guo
Y. Liu
Y. Chen
Shuai Li
Han Zhu
Jian Xu
Xu-Yao Zhang
Linlin Huang
VGen
321
1
0
29 Jul 2025
Foundation Models and Transformers for Anomaly Detection: A Survey
Information Fusion (Inf. Fusion), 2025
Mouin Ben Ammar
Arturo Mendoza
Nacim Belkhir
Antoine Manzanera
Gianni Franchi
256
9
0
21 Jul 2025
Sequential keypoint density estimator: an overlooked baseline of skeleton-based video anomaly detection
Anja Delić
Matej Grcić
Sinisa Segvic
254
3
0
23 Jun 2025
Track Any Anomalous Object: A Granular Video Anomaly Detection Pipeline
Computer Vision and Pattern Recognition (CVPR), 2025
Yuzhi Huang
Chenxin Li
H. Zhang
Zixu Lin
Yunlong Lin
...
Xinyu Liu
Jiechao Gao
Yue Huang
Xinghao Ding
Yixuan Yuan
346
3
0
05 Jun 2025
Video Anomaly Detection with Semantics-Aware Information Bottleneck
Juntong Li
Lingwei Dang
Qingxin Xiao
Shishuo Shang
Qingxin Xiao
Yongwei Nie
Yun Hao
Qingyao Wu
366
1
0
03 Jun 2025
Self-Supervised Learning for Image Segmentation: A Comprehensive Survey
Thangarajah Akilan
Nusrat Jahan
Tianlei Wang
SSL
449
4
0
19 May 2025
Learning to Detect Multi-class Anomalies with Just One Normal Image Prompt
European Conference on Computer Vision (ECCV), 2025
Bin-Bin Gao
453
24
0
14 May 2025
MetaUAS: Universal Anomaly Segmentation with One-Prompt Meta-Learning
Bin-Bin Gao
VLM
454
0
0
14 May 2025
Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection
SungHeon Jeong
Jihong Park
Mohsen Imani
519
0
0
05 May 2025
Advancing Video Anomaly Detection: A Bi-Directional Hybrid Framework for Enhanced Single- and Multi-Task Approaches
IEEE Transactions on Image Processing (TIP), 2024
Guodong Shen
Yuqi Ouyang
Junru Lu
Yixuan Yang
Victor Sanchez
532
8
0
20 Apr 2025
Video Anomaly Detection with Contours - A Study
M. Siemon
I. Nikolov
T. Moeslund
Kamal Nasrollahi
3DH
232
1
0
25 Mar 2025
Swift Hydra: Self-Reinforcing Generative Framework for Anomaly Detection with Multiple Mamba Models
International Conference on Learning Representations (ICLR), 2025
Nguyen H K. Do
Truc Nguyen
Malik Hassanaly
Raed Alharbi
Jung Taek Seo
My T. Thai
313
2
0
09 Mar 2025
Surgical Scene Understanding in the Era of Foundation AI Models: A Comprehensive Review
Ufaq Khan
Umair Nawaz
A. Qayyum
Shazad Ashraf
Yutong Xie
Muhammad Haris Khan
Muhammad Bilal
Junaid Qadir
559
8
0
16 Feb 2025
ComplexVAD: Detecting Interaction Anomalies in Video
Furkan Mumcu
Michael J. Jones
Yasin Yilmaz
A. Cherian
357
5
0
17 Jan 2025
Detecting Contextual Anomalies by Discovering Consistent Spatial Regions
Zhengye Yang
Richard J. Radke
345
2
0
14 Jan 2025
Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection
Xiaofeng Tan
Hongsong Wang
Xin Geng
Liang Wang
DiffM
AAML
VGen
480
5
0
04 Dec 2024
TeG: Temporal-Granularity Method for Anomaly Detection with Attention in Smart City Surveillance
Visual Communications and Image Processing (VCIP), 2024
Erkut Akdag
Egor Bondarev
Peter H. N. de With
460
4
0
17 Nov 2024
Vision-Language Models Assisted Unsupervised Video Anomaly Detection
Yalong Jiang
Liquan Mao
403
0
0
21 Sep 2024
Deep Learning for Video Anomaly Detection: A Review
Peng Wu
Chengyu Pan
Yuting Yan
Guansong Pang
Peng Wang
Yanning Zhang
VLM
AI4TS
270
41
0
09 Sep 2024
Temporal Divide-and-Conquer Anomaly Actions Localization in Semi-Supervised Videos with Hierarchical Transformer
International Conference on Pattern Recognition (ICPR), 2024
Nada Osman
Marwan Torki
267
1
0
24 Aug 2024
Weakly Supervised Video Anomaly Detection and Localization with Spatio-Temporal Prompts
ACM Multimedia (MM), 2024
Peng Wu
Xuerong Zhou
Guansong Pang
Zhiwei Yang
Qingsen Yan
Peng Wang
Yanning Zhang
516
55
0
12 Aug 2024
CKNN: Cleansed k-Nearest Neighbor for Unsupervised Video Anomaly Detection
International Conference on Information and Knowledge Management (CIKM), 2024
Jihun Yi
Sungroh Yoon
259
5
0
06 Aug 2024
Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified
M. Siemon
T. Moeslund
Barry Norton
Kamal Nasrollahi
342
4
0
08 Jul 2024
FANFOLD: Graph Normalizing Flows-driven Asymmetric Network for Unsupervised Graph-Level Anomaly Detection
Rui Cao
Shijie Xue
Jindong Li
Zhiqiang Zhang
Yi Chang
208
3
0
29 Jun 2024
A Survey on Machine Unlearning: Techniques and New Emerged Privacy Risks
Journal of Information Security and Applications (JISA), 2024
Hengzhu Liu
Ping Xiong
Tianqing Zhu
Philip S. Yu
272
25
0
10 Jun 2024
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
250
6
0
05 Jun 2024
Distilling Aggregated Knowledge for Weakly-Supervised Video Anomaly Detection
Jash Dalvi
Ali Dabouei
Gunjan Dhanuka
Min Xu
392
4
0
05 Jun 2024
Video Anomaly Detection in 10 Years: A Survey and Outlook
Moshira Abdalla
Sajid Javed
Muaz Al Radi
Anwaar Ulhaq
Naoufel Werghi
374
39
0
29 May 2024
Qsco: A Quantum Scoring Module for Open-set Supervised Anomaly Detection
Yifeng Peng
Xinyi Li
Zhiding Liang
Ying Wang
356
6
0
25 May 2024
Networking Systems for Video Anomaly Detection: A Tutorial and Survey
ACM Computing Surveys (ACM CSUR), 2024
Jing Liu
Yang Liu
Jieyu Lin
Jielin Li
Yang Liu
Bo Hu
Liang Song
Peng Sun
Victor C.M. Leung
Victor C.M. Leung
707
55
0
16 May 2024
Exploiting Autoencoder's Weakness to Generate Pseudo Anomalies
Marcella Astrid
Muhammad Zaigham Zaheer
Djamila Aouada
Seung-Ik Lee
AAML
377
4
0
09 May 2024
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
310
11
0
29 Apr 2024
An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction
Ghazal Alinezhad Noghre
Armin Danesh Pazho
Hamed Tabkhi
253
36
0
29 Apr 2024
Frequency-Guided Multi-Level Human Action Anomaly Detection with Normalizing Flows
Shun Maeda
Chunzhi Gu
Junzhou Yu
Shogo Tokai
Shangce Gao
Chao Zhang
358
2
0
26 Apr 2024
uTRAND: Unsupervised Anomaly Detection in Traffic Trajectories
Giacomo DÁmicantonio
Egor Bondarau
Peter H. N. de With
AI4TS
720
6
0
19 Apr 2024
Context-aware Video Anomaly Detection in Long-Term Datasets
Zhengye Yang
Richard J. Radke
236
15
0
11 Apr 2024
Patch Spatio-Temporal Relation Prediction for Video Anomaly Detection
Hao Shen
Lu Shi
Wanru Xu
Yigang Cen
Linna Zhang
Gaoyun An
ViT
175
2
0
28 Mar 2024
Constricting Normal Latent Space for Anomaly Detection with Normal-only Training Data
Marcella Astrid
Muhammad Zaigham Zaheer
Seung-Ik Lee
UQCV
240
2
0
24 Mar 2024
MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection
Jakub Micorek
Horst Possegger
Dominik Narnhofer
Horst Bischof
Mateusz Koziñski
325
32
0
21 Mar 2024
Learn Suspected Anomalies from Event Prompts for Video Anomaly Detection
Chenchen Tao
Chong Wang
Yuexian Zou
Xiaohao Peng
Yan Han
Jiangbo Qian
368
7
0
02 Mar 2024
Advancing Video Anomaly Detection: A Concise Review and a New Dataset
Liyun Zhu
Lei Wang
Arjun Raj
Tom Gedeon
Chen Chen
336
48
0
07 Feb 2024
Interleaving One-Class and Weakly-Supervised Models with Adaptive Thresholding for Unsupervised Video Anomaly Detection
European Conference on Computer Vision (ECCV), 2024
Yongwei Nie
Hao Huang
Chengjiang Long
Qing Zhang
Pradipta Maji
Hongmin Cai
324
6
0
24 Jan 2024
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
396
0
0
07 Dec 2023
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