Publications

First Author

Thermal Image Segmentation in Weedy Fields via Synthetic RGB-Trained Models and GAN-Based Cross-Modality Alignment
2026 · 0 citations Combining synthetic training data with limited real annotations and GAN-based RGB-to-thermal translation significantly improves semantic segmentation of crops and weeds in complex field environments.
Are vision-language models ready to zero-shot replace supervised classification models in agriculture?
2025 · 3 citations Benchmarking diverse VLMs on 27 agricultural datasets reveals that current off-the-shelf models are not yet suitable as standalone diagnostic systems but can serve as assistive components with constrained interfaces and domain-aware evaluation.
AGILE: A Diffusion-Based Attention-Guided Image and Label Translation for Efficient Cross-Domain Plant Trait Identification
2025 · 5 citations AGILE uses optimized text embeddings and attention-guided diffusion to achieve semantically consistent cross-domain image and label translation for plant trait identification.