Anomaly Detection in Video via Self-Supervised and Multi-Task Learning

15 November 2020

Mariana-Iuliana Georgescu

Papers citing "Anomaly Detection in Video via Self-Supervised and Multi-Task Learning"

50 / 120 papers shown

Title
JEDI: Joint Expert Distillation in a Semi-Supervised Multi-Dataset Student-Teacher Scenario for Video Action Recognition L. Bicsi B. Alexe Radu Tudor Ionescu Marius Leordeanu 22 2 0 09 Aug 2023
When Multi-Task Learning Meets Partial Supervision: A Computer Vision Review Maxime Fontana Michael W. Spratling Miaojing Shi 40 6 0 25 Jul 2023
General-Purpose Multi-Modal OOD Detection Framework Viet Duong Qiong Wu Zhengyi Zhou Eric Zavesky Jiahe Chen Xiangzhou Liu Wen-Ling Hsu Huajie Shao OODD 36 2 0 24 Jul 2023
MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised Learning of Motion and Content Features Adrien Bardes Jean Ponce Yann LeCun MDE 31 23 0 24 Jul 2023
Towards Video Anomaly Retrieval from Video Anomaly Detection: New Benchmarks and Model Peng Wu Jing Liu Xiangteng He Yuxin Peng Peng Wang Yanning Zhang 40 29 0 24 Jul 2023
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 21 37 0 14 Jul 2023
Self-Distilled Masked Auto-Encoders are Efficient Video Anomaly Detectors Nicolae-Cătălin Ristea Florinel-Alin Croitoru Radu Tudor Ionescu Marius Popescu F. Khan M. Shah ViT 26 20 0 21 Jun 2023
SaliencyCut: Augmenting Plausible Anomalies for Anomaly Detection Jianan Ye Yijie Hu Xi Yang Qiufeng Wang Chao Huang Kaizhu Huang 18 5 0 14 Jun 2023
No Free Lunch: The Hazards of Over-Expressive Representations in Anomaly Detection Tal Reiss Niv Cohen Yedid Hoshen UQCV 16 5 0 12 Jun 2023
WinDB: HMD-free and Distortion-free Panoptic Video Fixation Learning Guotao Wang Chenglizhao Chen Aimin Hao Hong Qin Deng-Ping Fan 32 0 0 23 May 2023
A New Comprehensive Benchmark for Semi-supervised Video Anomaly Detection and Anticipation Congqi Cao Yue Lu Peng Wang Yanning Zhang 52 34 0 23 May 2023
Unsupervised Anomaly Detection with Rejection Lorenzo Perini Jesse Davis 21 7 0 22 May 2023
Video-based Contrastive Learning on Decision Trees: from Action Recognition to Autism Diagnosis Mindi Ruan Xiang Yu Naifeng Zhang Chuanbo Hu Shuo Wang Xin Li 28 8 0 20 Apr 2023
Hierarchical Semantic Contrast for Scene-aware Video Anomaly Detection Shengyang Sun Xiaojin Gong 34 46 0 23 Mar 2023
Diversity-Measurable Anomaly Detection Wenrui Liu Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 26 56 0 09 Mar 2023
Explainable Anomaly Detection in Images and Videos: A Survey Yizhou Wang Dongliang Guo Sheng R. Li Octavia Camps Yun Fu 20 5 0 13 Feb 2023
Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep Models Y. Liu Dingkang Yang Yan Wang Jing Liu Jun Liu Azzedine Boukerche Peng Sun Liang Song 30 80 0 10 Feb 2023
Graph Anomaly Detection in Time Series: A Survey Thi Kieu Khanh Ho Ali Karami Narges Armanfard AI4TS 21 5 0 31 Jan 2023
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection Alessandro Flaborea Guido DÁmely S. DÁrrigo Marco Aurelio Sterpa Alessio Sampieri Fabio Galasso 22 11 0 23 Jan 2023
EVAL: Explainable Video Anomaly Localization Vasu Singla Michael J. Jones Erik Learned-Miller 13 24 0 15 Dec 2022
Cross-Domain Video Anomaly Detection without Target Domain Adaptation Abhishek Aich Kuan-Chuan Peng A. Roy-Chowdhury 21 24 0 14 Dec 2022
Lightning Fast Video Anomaly Detection via Adversarial Knowledge Distillation Florinel-Alin Croitoru Nicolae-Cătălin Ristea D. Dascalescu Radu Tudor Ionescu F. Khan M. Shah 34 2 0 28 Nov 2022
Normalizing Flows for Human Pose Anomaly Detection Or Hirschorn S. Avidan 3DH 14 46 0 20 Nov 2022
Pedestrian Spatio-Temporal Information Fusion For Video Anomaly Detection Chao Hu Liqiang Zhu 13 0 0 18 Nov 2022
LGN-Net: Local-Global Normality Network for Video Anomaly Detection Mengyang Zhao Xinhua Zeng Y. Liu Jing Liu Di Li Xinhua Zeng Chengxin Pang 23 11 0 14 Nov 2022
Spatio-temporal predictive tasks for abnormal event detection in videos Yassine Naji Aleksandr Setkov Angélique Loesch M. Gouiffès Romaric Audigier 16 5 0 27 Oct 2022
Multi-task Bias-Variance Trade-off Through Functional Constraints J. Cerviño J. Bazerque Miguel Calvo-Fullana Alejandro Ribeiro 13 0 0 27 Oct 2022
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection Marco Rudolph Tom Wehrbein Bodo Rosenhahn Bastian Wandt 19 131 0 14 Oct 2022
Multi-Task Learning based Video Anomaly Detection with Attention M. Baradaran R. Bergevin 24 3 0 14 Oct 2022
Composite Learning for Robust and Effective Dense Predictions Menelaos Kanakis Thomas E. Huang David Brüggemann F. I. F. Richard Yu Luc Van Gool SSL 39 3 0 13 Oct 2022
Env-Aware Anomaly Detection: Ignore Style Changes, Stay True to Content! Stefan Smeu Elena Burceanu Andrei Liviu Nicolicioiu Emanuela Haller 27 4 0 06 Oct 2022
Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection Neelu Madan Nicolae-Cătălin Ristea Radu Tudor Ionescu Kamal Nasrollahi F. Khan T. Moeslund M. Shah ViT MedIm 255 61 0 25 Sep 2022
Self-Supervised Texture Image Anomaly Detection By Fusing Normalizing Flow and Dictionary Learning Yaohua Guo Lijuan Song Zirui Ma 19 0 0 15 Sep 2022
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
Context Recovery and Knowledge Retrieval: A Novel Two-Stream Framework for Video Anomaly Detection Congqi Cao Yue Lu Yanning Zhang 57 21 0 07 Sep 2022
SSDPT: Self-Supervised Dual-Path Transformer for Anomalous Sound Detection in Machine Condition Monitoring Jisheng Bai Jianfeng Chen Mou Wang Muhammad Saad Ayub Qingli Yan 52 15 0 06 Aug 2022
Look at Adjacent Frames: Video Anomaly Detection without Offline Training Yuqi Ouyang Guodong Shen Victor Sanchez OffRL 23 4 0 27 Jul 2022
Dynamic Local Aggregation Network with Adaptive Clusterer for Anomaly Detection Zhiwei Yang Peng Wu Jing Liu Xiaotao Liu 11 43 0 22 Jul 2022
Video Anomaly Detection by Solving Decoupled Spatio-Temporal Jigsaw Puzzles Guodong Wang Yunhong Wang Jie Qin Dongming Zhang Xiuguo Bao Di Huang 11 77 0 20 Jul 2022
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 F. Khan T. Moeslund M. Shah ViT 17 69 0 16 Jul 2022
Augment to Detect Anomalies with Continuous Labelling Vahid Reza Khazaie A. Wong Y. Mohsenzadeh 20 1 0 03 Jul 2022
Anomaly Detection with Adversarially Learned Perturbations of Latent Space Vahid Reza Khazaie A. Wong John Taylor Jewell Y. Mohsenzadeh AAML 25 3 0 03 Jul 2022
Multi-Task Learning with Multi-Query Transformer for Dense Prediction Yangyang Xu Xiangtai Li Haobo Yuan Yibo Yang Lefei Zhang ViT 23 45 0 28 May 2022
Catching Both Gray and Black Swans: Open-set Supervised Anomaly Detection Choubo Ding Guansong Pang Chunhua Shen OOD 16 112 0 28 Mar 2022
Unknown-Aware Object Detection: Learning What You Don't Know from Videos in the Wild Xuefeng Du Xin Eric Wang Gabriel Gozum Yixuan Li OODD 34 90 0 08 Mar 2022
Object-centric and memory-guided normality reconstruction for video anomaly detection K. Bergaoui Yassine Naji Aleksandr Setkov Angélique Loesch M. Gouiffès Romaric Audigier 15 6 0 07 Mar 2022
Unsupervised Anomaly Detection from Time-of-Flight Depth Images Pascal Schneider J. Rambach B. Mirbach D. Stricker 19 7 0 02 Mar 2022
Self-Supervised and Interpretable Anomaly Detection using Network Transformers Daniel L. Marino Chathurika S. Wickramasinghe C. Rieger Milos Manic 29 8 0 25 Feb 2022
RandomSEMO: Normality Learning Of Moving Objects For Video Anomaly Detection Chaewon Park Minhyeok Lee Myeongah Cho Sangyoun Lee 14 0 0 13 Feb 2022
Deep Graph-level Anomaly Detection by Glocal Knowledge Distillation Rongrong Ma Guansong Pang Ling-Hao Chen A. Hengel 22 91 0 19 Dec 2021