Open access
Aug 2026
BLAP: lesion-aware adaptive multi-scale visual prompt tuning for few-shot crop disease diagnosis
BLAP provides a lightweight solution that balances accuracy, efficiency, and interpretability for crop disease diagnosis in resource-constrained settings and may be extended to parameter-efficient fine-tuning of visionlanguage models in other domain-specific applications.
Jia-Yi Xiong, Li-Bin Li, Yiqing Wang et al.
· Frontiers in Plant Science · 0 citations