ContaminationAD: Anomaly detection with contaminated data.
The Dual-Expert Network is designed by incorporating routing mechanism to process visual feature adaptively and semantic-driven segmentation weighting to facilitate anomaly localization, which demonstrates strong robustness in the presence of data contamination, even when the contamination level is severe.