Projects

Enhanced xRAG framework that generates multiple synthetic queries via LLaMA-7B and uses ensemble scoring to improve document retrieval accuracy and efficiency for single-token compression.

FvCB-based cumulative photosynthesis model for predicting cowpea flowering time that outperforms the Growing Degree-Days baseline when validated across geographically distinct environments.

A transformer-based UNet framework that reconstructs multispectral bands from standard RGB images using spectral signal conditioning, enabling cost-effective plant health analysis without dedicated multispectral cameras.