Exploiting Completeness and Uncertainty of Pseudo Labels for Weakly Supervised Video Anomaly Detection

8 December 2022

Guorong Li

Ming-Hsuan Yang

Papers citing "Exploiting Completeness and Uncertainty of Pseudo Labels for Weakly Supervised Video Anomaly Detection"

29 / 29 papers shown

Title
ProDisc-VAD: An Efficient System for Weakly-Supervised Anomaly Detection in Video Surveillance Applications Tao Zhu Qi Yu Xinru Dong Shiyu Li Yue Liu Jinlong Jiang Lei Shu 60 0 0 04 May 2025
Cross-Modal Fusion and Attention Mechanism for Weakly Supervised Video Anomaly Detection Ayush Ghadiya P. Kar Vishal M. Chudasama Pankaj Wasnik 101 3 0 31 Dec 2024
Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Xiaofeng Tan Hongsong Wang Xin Geng Liang Wang DiffM AAML VGen 148 0 0 04 Dec 2024
Bayesian Nonparametric Submodular Video Partition for Robust Anomaly Detection Hitesh Sapkota Qi Yu 48 40 0 24 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 167 233 0 16 Aug 2021
Motion-Augmented Self-Training for Video Recognition at Smaller Scale Kirill Gavrilyuk Mihir Jain I. Karmanov Cees G. M. Snoek 54 21 0 04 May 2021
MIST: Multiple Instance Self-Training Framework for Video Anomaly Detection Jianfeng Feng Fa-Ting Hong Weishi Zheng 89 247 0 04 Apr 2021
Cycle Self-Training for Domain Adaptation Hong Liu Jianmin Wang Mingsheng Long 100 178 0 05 Mar 2021
CReST: A Class-Rebalancing Self-Training Framework for Imbalanced Semi-Supervised Learning Chen Wei Kihyuk Sohn Clayton Mellina Alan Yuille Fan Yang CLL 100 265 0 18 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 83 309 0 25 Jan 2021
In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning Mamshad Nayeem Rizve Kevin Duarte Yogesh S Rawat M. Shah 311 521 0 15 Jan 2021
CLAWS: Clustering Assisted Weakly Supervised Learning with Normalcy Suppression for Anomalous Event Detection M. Zaheer Arif Mahmood Marcella Astrid Seung-Ik Lee 69 134 0 24 Nov 2020
Localizing Anomalies from Weakly-Labeled Videos Hui Lv Chuanwei Zhou Chunyan Xu Zhen Cui Jian Yang 66 118 0 20 Aug 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 58 320 0 09 Jul 2020
Learning Memory-guided Normality for Anomaly Detection Hyunjong Park Jongyoun Noh Bumsub Ham 59 641 0 30 Mar 2020
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 315 2,392 0 11 Nov 2019
Confidence Regularized Self-Training Yang Zou Zhiding Yu Xiaofeng Liu B. Kumar Jinsong Wang 348 795 0 26 Aug 2019
Motion-Aware Feature for Improved Video Anomaly Detection Yi Zhu Shawn D. Newsam 63 157 0 24 Jul 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 114 406 0 18 Mar 2019
Long-Term Feature Banks for Detailed Video Understanding Chao-Yuan Wu Christoph Feichtenhofer Haoqi Fan Kaiming He Philipp Krahenbuhl Ross B. Girshick 185 480 0 12 Dec 2018
Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video Radu Tudor Ionescu Fahad Shahbaz Khan Mariana-Iuliana Georgescu Ling Shao 169 327 0 11 Dec 2018
Adversarially Learned One-Class Classifier for Novelty Detection Mohammad Sabokrou Mohammad Khalooei M. Fathy Ehsan Adeli AAML 154 693 0 25 Feb 2018
Real-world Anomaly Detection in Surveillance Videos Waqas Sultani Chen Chen M. Shah AI4TS 177 1,492 0 12 Jan 2018
Future Frame Prediction for Anomaly Detection -- A New Baseline Wen Liu Weixin Luo Dongze Lian Shenghua Gao 3DH 173 1,079 0 28 Dec 2017
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset João Carreira Andrew Zisserman 235 8,037 0 22 May 2017
Abnormal Event Detection in Videos using Spatiotemporal Autoencoder Yong Shean Chong Yong Haur Tay 71 541 0 06 Jan 2017
Learning Temporal Regularity in Video Sequences Mahmudul Hasan Jonghyun Choi J. Neumann Amit K. Roy-Chowdhury L. Davis 169 1,107 0 15 Apr 2016
Learning Deep Representations of Appearance and Motion for Anomalous Event Detection Dan Xu Elisa Ricci Yan Yan Jingkuan Song N. Sebe 181 515 0 06 Oct 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 836 9,345 0 06 Jun 2015