Anomaly Detection with Conditioned Denoising Diffusion Models

• Published in: arXiv.org
• Main Authors: Mousakhan, Arian, Brox, Thomas, Tayyub, Jawad
• Format: Paper
• Language: English
• Published: Ithaca Cornell University Library, arXiv.org 03.12.2023
• Subjects: Anomalies; Conditioning; Image enhancement; Image reconstruction; Noise reduction

Traditional reconstruction-based methods have struggled to achieve competitive performance in anomaly detection. In this paper, we introduce Denoising Diffusion Anomaly Detection (DDAD), a novel denoising process for image reconstruction conditioned on a target image. This ensures a coherent restora...