MGFN: Magnitude-Contrastive Glance-and-Focus Network for Weakly-Supervised Video Anomaly Detection

28 November 2022

Xiaojuan Qi

Yik-Chung Wu

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Papers citing "MGFN: Magnitude-Contrastive Glance-and-Focus Network for Weakly-Supervised Video Anomaly Detection"

37 / 37 papers shown

Title
Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection SungHeon Jeong Jihong Park Mohsen Imani 177 0 0 05 May 2025
Learnable Expansion of Graph Operators for Multi-Modal Feature Fusion Dexuan Ding Lei Wang Liyun Zhu Tom Gedeon Piotr Koniusz 126 9 0 02 Oct 2024
Distilling Aggregated Knowledge for Weakly-Supervised Video Anomaly Detection Jash Dalvi Ali Dabouei Gunjan Dhanuka Min Xu 65 0 0 05 Jun 2024
Generative Cooperative Learning for Unsupervised Video Anomaly Detection M. Zaheer Arif Mahmood M. H. Khan Mattia Segu Feng Yu Seung-Ik Lee AI4TS 109 139 0 08 Mar 2022
A Hybrid Video Anomaly Detection Framework via Memory-Augmented Flow Reconstruction and Flow-Guided Frame Prediction Zhian Liu Yongwei Nie Chengjiang Long Qing Zhang Guiqing Li 170 233 0 16 Aug 2021
Weakly-Supervised Spatio-Temporal Anomaly Detection in Surveillance Video Jie Wu Wei Zhang Guanbin Li Wenhao Wu Xiao Tan Yingying Li Errui Ding Liang Lin 76 67 0 09 Aug 2021
Video Swin Transformer Ze Liu Jia Ning Yue Cao Yixuan Wei Zheng Zhang Stephen Lin Han Hu ViT 121 1,490 0 24 Jun 2021
Segmenter: Transformer for Semantic Segmentation Robin Strudel Ricardo Garcia Pinel Ivan Laptev Cordelia Schmid ViT 220 1,474 0 12 May 2021
Cleaning Label Noise with Clusters for Minimally Supervised Anomaly Detection M. Zaheer Jin-ha Lee Marcella Astrid Arif Mahmood Seung-Ik Lee NoLa 44 30 0 30 Apr 2021
Weakly Supervised Video Anomaly Detection via Center-guided Discriminative Learning Boyang Wan Yuming Fang Xue Xia Jiajie Mei 50 132 0 15 Apr 2021
MIST: Multiple Instance Self-Training Framework for Video Anomaly Detection Jianfeng Feng Fa-Ting Hong Weishi Zheng 96 248 0 04 Apr 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 405 2,066 0 09 Feb 2021
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning Yu Tian Guansong Pang Yuanhong Chen Rajvinder Singh Johan Verjans G. Carneiro AI4TS 97 311 0 25 Jan 2021
A Survey on Visual Transformer Kai Han Yunhe Wang Hanting Chen Xinghao Chen Jianyuan Guo ... Chunjing Xu Yixing Xu Zhaohui Yang Yiman Zhang Dacheng Tao ViT 215 2,251 0 23 Dec 2020
Pre-Trained Image Processing Transformer Hanting Chen Yunhe Wang Tianyu Guo Chang Xu Yiping Deng Zhenhua Liu Siwei Ma Chunjing Xu Chao Xu Wen Gao VLM ViT 147 1,681 0 01 Dec 2020
CLAWS: Clustering Assisted Weakly Supervised Learning with Normalcy Suppression for Anomalous Event Detection M. Zaheer Arif Mahmood Marcella Astrid Seung-Ik Lee 71 134 0 24 Nov 2020
RelationNet++: Bridging Visual Representations for Object Detection via Transformer Decoder Cheng Chi Fangyun Wei Han Hu ViT 82 64 0 29 Oct 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 684 41,563 0 22 Oct 2020
Not only Look, but also Listen: Learning Multimodal Violence Detection under Weak Supervision Peng Wu Jing Liu Yujia Shi Yujia Sun Fang Shao Zhaoyang Wu Zhiwei Yang 78 320 0 09 Jul 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 908 42,520 0 28 May 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 456 13,130 0 26 May 2020
LiDAR-based Online 3D Video Object Detection with Graph-based Message Passing and Spatiotemporal Transformer Attention Junbo Yin Jianbing Shen Chenye Guan Dingfu Zhou Ruigang Yang 3DPC 69 139 0 03 Apr 2020
SCT: Set Constrained Temporal Transformer for Set Supervised Action Segmentation Mohsen Fayyaz Juergen Gall ViT 67 70 0 31 Mar 2020
Learning Memory-guided Normality for Anomaly Detection Hyunjong Park Jongyoun Noh Bumsub Ham 68 642 0 30 Mar 2020
GODS: Generalized One-class Discriminative Subspaces for Anomaly Detection Jue Wang A. Cherian CML 64 117 0 16 Aug 2019
Motion-Aware Feature for Improved Video Anomaly Detection Yi Zhu Shawn D. Newsam 68 157 0 24 Jul 2019
Memorizing Normality to Detect Anomaly: Memory-augmented Deep Autoencoder for Unsupervised Anomaly Detection Dong Gong Lingqiao Liu Vuong Le Budhaditya Saha M. Mansour Svetha Venkatesh Anton Van Den Hengel UQCV 70 1,274 0 04 Apr 2019
Graph Convolutional Label Noise Cleaner: Train a Plug-and-play Action Classifier for Anomaly Detection Jia-Xing Zhong Nannan Li Weijie Kong Shan Liu Thomas H. Li Ge Li NoLa SSL 116 407 0 18 Mar 2019
Deep Learning for Anomaly Detection: A Survey Raghavendra Chalapathy Sanjay Chawla AI4TS 172 1,495 0 10 Jan 2019
Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video Radu Tudor Ionescu Fahad Shahbaz Khan Mariana-Iuliana Georgescu Ling Shao 174 327 0 11 Dec 2018
Video Action Transformer Network Rohit Girdhar João Carreira Carl Doersch Andrew Zisserman ViT 148 709 0 06 Dec 2018
Subspace Support Vector Data Description Fahad Sohrab Jenni Raitoharju Moncef Gabbouj Alexandros Iosifidis 80 57 0 12 Feb 2018
Real-world Anomaly Detection in Surveillance Videos Waqas Sultani Chen Chen M. Shah AI4TS 184 1,493 0 12 Jan 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 813 132,725 0 12 Jun 2017
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset João Carreira Andrew Zisserman 242 8,045 0 22 May 2017
Learning Temporal Regularity in Video Sequences Mahmudul Hasan Jonghyun Choi J. Neumann Amit K. Roy-Chowdhury L. Davis 181 1,109 0 15 Apr 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,433 0 22 Dec 2014