Self-Supervised Anomaly Detection in Computer Vision and Beyond: A Survey and Outlook

10 May 2022

Papers citing "Self-Supervised Anomaly Detection in Computer Vision and Beyond: A Survey and Outlook"

14 / 14 papers shown

Title
SelfMAD: Enhancing Generalization and Robustness in Morphing Attack Detection via Self-Supervised Learning Marija Ivanovska Leon Todorov Naser Damer Deepak Kumar Jain Peter Peer Vitomir Štruc AAML 32 0 0 07 Apr 2025
Deep Learning Advancements in Anomaly Detection: A Comprehensive Survey Haoqi Huang Ping Wang Jianhua Pei Jiacheng Wang Shahen Alexanian Dusit Niyato AAML 83 0 0 17 Mar 2025
ISP-AD: A Large-Scale Real-World Dataset for Advancing Industrial Anomaly Detection with Synthetic and Real Defects Paul J. Krassnig Dieter P. Gruber 181 0 0 06 Mar 2025
Unveiling the Flaws: A Critical Analysis of Initialization Effect on Time Series Anomaly Detection Alex Koran H. Hojjati Narges Armanfard 40 2 0 13 Aug 2024
Networking Systems for Video Anomaly Detection: A Tutorial and Survey Jing Liu Yang Liu Jieyu Lin Jielin Li Peng Sun Bo Hu Liang Song Azzedine Boukerche Victor C.M. Leung Victor C.M. Leung 43 10 0 16 May 2024
Graph-Jigsaw Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection Ali Karami Thi Kieu Khanh Ho Narges Armanfard DiffM 31 4 0 18 Mar 2024
Self-supervised Complex Network for Machine Sound Anomaly Detection Miseul Kim M. Ho Hong-Goo Kang 20 8 0 21 Dec 2023
Graph Anomaly Detection in Time Series: A Survey Thi Kieu Khanh Ho Ali Karami Narges Armanfard AI4TS 32 5 0 31 Jan 2023
Anomalies, Representations, and Self-Supervision B. Dillon Luigi Favaro Friedrich Feiden Tanmoy Modak Tilman Plehn 29 9 0 11 Jan 2023
Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images Philipp Liznerski Lukas Ruff Robert A. Vandermeulen Billy Joe Franks Klaus-Robert Muller Marius Kloft UQCV 48 44 0 23 May 2022
Deep Fraud Detection on Non-attributed Graph Chen Wang Yingtong Dou Min Chen Jia Chen Zhiwei Liu Philip S. Yu GNN 30 19 0 04 Oct 2021
Neural Contextual Anomaly Detection for Time Series Chris U. Carmona Franccois-Xavier Aubet Valentin Flunkert Jan Gasthaus BDL AI4TS 59 63 0 16 Jul 2021
DFR: Deep Feature Reconstruction for Unsupervised Anomaly Segmentation Jie Yang Yong Shi Zhiquan Qi UQCV 109 115 0 13 Dec 2020
Multi-task self-supervised learning for Robust Speech Recognition Mirco Ravanelli Jianyuan Zhong Santiago Pascual P. Swietojanski João Monteiro J. Trmal Yoshua Bengio SSL 189 288 0 25 Jan 2020