Author

Yujia Sun

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Preprint Aug 2026

Rethinking Auxiliary Modalities in Multimodal Zero-shot Anomaly Detection: From Semantic Fusion to Conditional Modulation

Recent foundation model-based methods have endowed RGB images with strong zero-shot anomaly detection (ZSAD) through vision-language pretraining. However, RGB observations alone remain limited in perceiving anomalies dominated by geometric deformation, depth variation, or subtle surface changes. Auxiliary modalities ca...

Peng Wu, Xin Ge, Yujia Sun et al. · 0 citations

Preprint Aug 2026

CoInS-Net: A Continuous Position-Aware Network for Joint Medical Image Interpolation and Segmentation

A continuous position-aware interaction network, termed CoInS-Net, for joint frame interpolation and lesion segmentation, providing a reliable and universal technical scheme for intelligent clinical medical image analysis.

Yujia Sun, Ningfeng Que, Peiting Shi et al. · 0 citations