2026
AdaptCLIP: Adapting CLIP for Universal Visual Anomaly Detection
AAAI 2026technical
Universal visual anomaly detection aims to identify anomalies from novel or unseen vision domains without additional fine-tuning, which is critical in open scenarios. Recent studies have demonstrated that pre-trained vision-language models like CLIP exhibit strong generalization with just zero or a