2 papers
cs.CV2025
ReplayCAD: Generative Diffusion Replay for Continual Anomaly Detection
Lei Hu, Zhiyong Gan, Ling Deng +4
Continual Anomaly Detection (CAD) enables anomaly detection models in learning new classes while preserving knowledge of historical classes. CAD faces two key challenges: catastrop…
cs.CV2024
FodFoM: Fake Outlier Data by Foundation Models Creates Stronger Visual Out-of-Distribution Detector
Jiankang Chen, Ling Deng, Zhiyong Gan +2
Out-of-Distribution (OOD) detection is crucial when deploying machine learning models in open-world applications. The core challenge in OOD detection is mitigating the model's over…