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Convolutional Transformer based Dual Discriminator Generative
  Adversarial Networks for Video Anomaly Detection

Convolutional Transformer based Dual Discriminator Generative Adversarial Networks for Video Anomaly Detection

ACM Multimedia (ACM MM), 2021
29 July 2021
Xinyang Feng
Dongjin Song
Yuncong Chen
Zhengzhang Chen
Jingchao Ni
Haifeng Chen
    ViT
ArXiv (abs)PDFHTML

Papers citing "Convolutional Transformer based Dual Discriminator Generative Adversarial Networks for Video Anomaly Detection"

29 / 29 papers shown
Title
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM
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
95
0
0
29 Jul 2025
DAMS:Dual-Branch Adaptive Multiscale Spatiotemporal Framework for Video Anomaly Detection
DAMS:Dual-Branch Adaptive Multiscale Spatiotemporal Framework for Video Anomaly Detection
Dezhi An
Wenqiang Liu
Kefan Wang
Zening chen
Jun Lu
Shengcai Zhang
49
0
0
28 Jul 2025
Foundation Models and Transformers for Anomaly Detection: A Survey
Foundation Models and Transformers for Anomaly Detection: A SurveyInformation Fusion (Inf. Fusion), 2025
Mouin Ben Ammar
Arturo Mendoza
Nacim Belkhir
Antoine Manzanera
Gianni Franchi
64
2
0
21 Jul 2025
Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection
Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection
SungHeon Jeong
Jihong Park
Mohsen Imani
289
0
0
05 May 2025
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 ApproachesIEEE Transactions on Image Processing (TIP), 2024
Guodong Shen
Yuqi Ouyang
Junru Lu
Yixuan Yang
Victor Sanchez
306
4
0
20 Apr 2025
SlowFastVAD: Video Anomaly Detection via Integrating Simple Detector and RAG-Enhanced Vision-Language Model
SlowFastVAD: Video Anomaly Detection via Integrating Simple Detector and RAG-Enhanced Vision-Language Model
Zongcan Ding
Han Zhang
Peng Wu
Guansong Pang
Zhiwei Yang
Peng Wang
Yujiao Shi
158
3
0
14 Apr 2025
Anomize: Better Open Vocabulary Video Anomaly Detection
Anomize: Better Open Vocabulary Video Anomaly DetectionComputer Vision and Pattern Recognition (CVPR), 2025
Fei Li
Wenxuan Liu
Jintai Chen
Ruixu Zhang
Longji Xu
Zhuo Zhou
Zheng Wang
201
3
0
23 Mar 2025
Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly Search
Efficient Vision Language Model Fine-tuning for Text-based Person Anomaly SearchThe Web Conference (WWW), 2025
J. He
Shengeng Tang
Ao Liu
Lechao Cheng
Jingjing Wu
Yanyan Wei
143
2
0
05 Feb 2025
TeG: Temporal-Granularity Method for Anomaly Detection with Attention in Smart City SurveillanceVisual Communications and Image Processing (VCIP), 2024
Erkut Akdag
Egor Bondarev
Peter H. N. de With
211
1
0
17 Nov 2024
MTFL: Multi-Timescale Feature Learning for Weakly-Supervised Anomaly Detection in Surveillance Videos
MTFL: Multi-Timescale Feature Learning for Weakly-Supervised Anomaly Detection in Surveillance VideosInternational Conference on Machine Vision (ICMV), 2024
Yiling Zhang
Erkut Akdag
Egor Bondarev
Peter H. N. de With
AI4TSViT
86
5
0
08 Oct 2024
Prompt-Driven Temporal Domain Adaptation for Nighttime UAV Tracking
Prompt-Driven Temporal Domain Adaptation for Nighttime UAV TrackingIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2024
Changhong Fu
Yiheng Wang
Weitong Chen
Guangze Zheng
Haobo Zuo
Jia Pan
AI4TSTTA
106
7
0
27 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
VLMAI4TS
140
27
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 PromptsACM Multimedia (MM), 2024
Peng Wu
Xuerong Zhou
Guansong Pang
Zhiwei Yang
Qingsen Yan
Peng Wang
Yanning Zhang
218
29
0
12 Aug 2024
MissionGNN: Hierarchical Multimodal GNN-based Weakly Supervised Video Anomaly Recognition with Mission-Specific Knowledge Graph Generation
MissionGNN: Hierarchical Multimodal GNN-based Weakly Supervised Video Anomaly Recognition with Mission-Specific Knowledge Graph Generation
Sanggeon Yun
Ryozo Masukawa
Minhyoung Na
Mohsen Imani
227
15
0
27 Jun 2024
Networking Systems for Video Anomaly Detection: A Tutorial and Survey
Networking Systems for Video Anomaly Detection: A Tutorial and SurveyACM 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
325
26
0
16 May 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 DetectionEuropean Conference on Computer Vision (ECCV), 2024
Yongwei Nie
Hao Huang
Chengjiang Long
Qing Zhang
Pradipta Maji
Hongmin Cai
123
6
0
24 Jan 2024
Delving into CLIP latent space for Video Anomaly Recognition
Delving into CLIP latent space for Video Anomaly RecognitionComputer Vision and Image Understanding (CVIU), 2023
Luca Zanella
Benedetta Liberatori
Willi Menapace
Fabio Poiesi
Yiming Wang
Elisa Ricci
143
45
0
04 Oct 2023
A New Comprehensive Benchmark for Semi-supervised Video Anomaly
  Detection and Anticipation
A New Comprehensive Benchmark for Semi-supervised Video Anomaly Detection and AnticipationComputer Vision and Pattern Recognition (CVPR), 2023
Congqi Cao
Yue Lu
Peng Wang
Yanning Zhang
143
53
0
23 May 2023
Hierarchical Semantic Contrast for Scene-aware Video Anomaly Detection
Hierarchical Semantic Contrast for Scene-aware Video Anomaly DetectionComputer Vision and Pattern Recognition (CVPR), 2023
Shengyang Sun
Xiaojin Gong
154
63
0
23 Mar 2023
Transformer-based Generative Adversarial Networks in Computer Vision: A
  Comprehensive Survey
Transformer-based Generative Adversarial Networks in Computer Vision: A Comprehensive SurveyIEEE Transactions on Artificial Intelligence (IEEE TAI), 2023
S. Dubey
Satish Kumar Singh
ViT
175
50
0
17 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 ModelsACM Computing Surveys (ACM Comput. Surv.), 2023
Zehua Wang
Dingkang Yang
Yan Wang
Jing Liu
Jun Liu
Peng Sun
Yang Liu
Liang Song
253
126
0
10 Feb 2023
CLIP-TSA: CLIP-Assisted Temporal Self-Attention for Weakly-Supervised
  Video Anomaly Detection
CLIP-TSA: CLIP-Assisted Temporal Self-Attention for Weakly-Supervised Video Anomaly DetectionInternational Conference on Information Photonics (ICIP), 2022
Kevin Hyekang Joo
Khoa T. Vo
Kashu Yamazaki
Ngan Le
165
85
0
09 Dec 2022
Exploiting Spatial-temporal Correlations for Video Anomaly Detection
Exploiting Spatial-temporal Correlations for Video Anomaly DetectionInternational Conference on Pattern Recognition (ICPR), 2022
Mengyang Zhao
Yang Liu
Jing Li
Xinhua Zeng
125
17
0
02 Nov 2022
PicT: A Slim Weakly Supervised Vision Transformer for Pavement Distress
  Classification
PicT: A Slim Weakly Supervised Vision Transformer for Pavement Distress ClassificationACM Multimedia (ACM MM), 2022
Wenhao Tang
Shengyue Huang
Xiaoxian Zhang
Luwen Huangfu
ViT
102
6
0
21 Sep 2022
Video Anomaly Detection by Solving Decoupled Spatio-Temporal Jigsaw
  Puzzles
Video Anomaly Detection by Solving Decoupled Spatio-Temporal Jigsaw PuzzlesEuropean Conference on Computer Vision (ECCV), 2022
Guodong Wang
Yunhong Wang
Jie Qin
Dongming Zhang
Xiuguo Bao
Di Huang
83
106
0
20 Jul 2022
Multi-Contextual Predictions with Vision Transformer for Video Anomaly
  Detection
Multi-Contextual Predictions with Vision Transformer for Video Anomaly DetectionInternational Conference on Pattern Recognition (ICPR), 2022
Joo-Yeon Lee
Woo-Jeoung Nam
Seong-Whan Lee
ViT
96
19
0
17 Jun 2022
Regularity Learning via Explicit Distribution Modeling for Skeletal
  Video Anomaly Detection
Regularity Learning via Explicit Distribution Modeling for Skeletal Video Anomaly Detection
Shoubin Yu
Zhong-Hua Zhao
Haoshu Fang
Andong Deng
Haisheng Su
Dongliang Wang
Weihao Gan
Cewu Lu
Wei Wu
171
25
0
07 Dec 2021
Applications of Generative Adversarial Networks in Anomaly Detection: A
  Systematic Literature Review
Applications of Generative Adversarial Networks in Anomaly Detection: A Systematic Literature ReviewIEEE Access (IEEE Access), 2021
Mikael Sabuhi
Ming Zhou
Cor-Paul Bezemer
Petr Musílek
AI4TSMedIm
145
77
0
22 Oct 2021
Deep Anomaly Discovery From Unlabeled Videos via Normality Advantage and
  Self-Paced Refinement
Deep Anomaly Discovery From Unlabeled Videos via Normality Advantage and Self-Paced RefinementComputer Vision and Pattern Recognition (CVPR), 2021
Guang Yu
Siqi Wang
Zhiping Cai
Xinwang Liu
Chuanfu Xu
Cheng-Feng Wu
194
37
0
04 Aug 2021
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