Machine Learning · Computer Science
Can I trust my anomaly detection system? A case study based on explainable AI
Muhammad Rashid, Elvio Amparore, Enrico Ferrari, Damiano Verda
2024-07-30
High Energy Physics - Phenomenology · Physics
Creating Simple, Interpretable Anomaly Detectors for New Physics in Jet Substructure
Layne Bradshaw, Spencer Chang, Bryan Ostdiek
2022-09-13
High Energy Physics - Phenomenology · Physics
Improving Variational Autoencoders for New Physics Detection at the LHC with Normalizing Flows
Pratik Jawahar, Thea Aarrestad, Nadezda Chernyavskaya, Maurizio Pierini +4
2023-02-07
Computer Vision and Pattern Recognition · Computer Science
Variational Autoencoder for Anomaly Detection: A Comparative Study
Huy Hoang Nguyen, Cuong Nhat Nguyen, Xuan Tung Dao, Quoc Trung Duong +2
2024-08-27
Machine Learning · Computer Science
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection
Abhishek Srinivasan, Varun Singapuri Ravi, Juan Carlos Andresen, Anders Holst
2025-01-07
Computer Vision and Pattern Recognition · Computer Science
Visual Anomaly Detection for Images: A Survey
Jie Yang, Ruijie Xu, Zhiquan Qi, Yong Shi
2021-09-28
Machine Learning · Statistics
$(1 + \varepsilon)$-class Classification: an Anomaly Detection Method for Highly Imbalanced or Incomplete Data Sets
Maxim Borisyak, Artem Ryzhikov, Andrey Ustyuzhanin, Denis Derkach +2
2020-05-26
Computer Vision and Pattern Recognition · Computer Science
Context-Aware Autoencoders for Anomaly Detection in Maritime Surveillance
Divya Acharya, Pierre Bernab'e, Antoine Chevrot, Helge Spieker +2
2026-02-03
Machine Learning · Computer Science
A Unifying Review of Deep and Shallow Anomaly Detection
Lukas Ruff, Jacob R. Kauffmann, Robert A. Vandermeulen, Grégoire Montavon +4
2021-02-09
Computer Vision and Pattern Recognition · Computer Science
Anomaly Detection with Adversarially Learned Perturbations of Latent Space
Vahid Reza Khazaie, Anthony Wong, John Taylor Jewell, Yalda Mohsenzadeh
2022-07-05
Computer Vision and Pattern Recognition · Computer Science
Anomaly Detection in Medical Imaging with Deep Perceptual Autoencoders
Nina Shvetsova, Bart Bakker, Irina Fedulova, Heinrich Schulz +1
2021-09-14
High Energy Physics - Phenomenology · Physics
Challenges for Unsupervised Anomaly Detection in Particle Physics
Katherine Fraser, Samuel Homiller, Rashmish K. Mishra, Bryan Ostdiek +1
2022-03-30