Author

Donglai Fu

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Open access Aug 2026

Parameter-efficient cross-modal prompt tuning for few-shot ancient mural classification

PE-CPT adapts a pre-trained vision-language model by learning a small set of prompt vectors without updating its original parameters, and incorporates LoRA, a parameter-efficient adaptation method applied to attention and feed-forward layers to improve adaptation.

Donglai Fu, Chenlong Wang, Zixuan Li et al. · npj Heritage Science · 0 citations