NexViTAD fuses Hiera and DINOv2 features with a multi-task decoder and Sinkhorn K-means memory bank to detect industrial defects across domains, reporting MVTec AD target AUC of 97.5%.
DecoupleNet: Decoupled Network for Domain Adaptive Semantic Segmentation, page 369–387
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NexViTAD: Few-shot Unsupervised Cross-Domain Defect Detection via Vision Foundation Models and Multi-Task Learning
NexViTAD fuses Hiera and DINOv2 features with a multi-task decoder and Sinkhorn K-means memory bank to detect industrial defects across domains, reporting MVTec AD target AUC of 97.5%.