Author

Shihao Yuan

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Open access Aug 2026

Myriad: a large multimodal model applying vision experts for industrial anomaly detection

A novel large multimodal model applying vision experts for industrial anomaly detection (abbreviated as Myriad), which treats conventional IAD models as VEs and converts their anomaly maps into lightweight prompts that steer a frozen Q-Former toward suspicious regions, while a compact low-rank adapter shapes features for IAD.

Yuanze Li, Haolin Wang, Shihao Yuan et al. · Science China Information Sc... · 0 citations

Preprint Jul 2026

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis

This work proposes a training framework, VVM-Tuning, to equip LMMs with these capabilities through modality synthesis and modality contexts, and introduces modality contexts in the prompt and use instruction tuning to assist the model in mapping these appearance variations back to modality-related attributes.

Shihao Yuan, Yuanze Li, Ruyi Zhang et al. · 0 citations