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Are vision-language models ready to zero-shot replace supervised classification models in agriculture?

1 minute read

Authors: Earl Ranario, J. Mason Earles Vision-language models (VLMs) are increasingly proposed as general-purpose solutions for visual recognition tasks, ye...

Enabling Plant Phenotyping in Weedy Environments using Multi-Modal Imagery via Synthetic and Generated Training Data

1 minute read

Authors: Earl Ranario, Ismael Mayanja, Heesup Yun, Brian N Bailey, J Mason Earles Accurate plant segmentation in thermal imagery remains a significant chall...

Integration of crop modeling and sensing into molecular breeding for nutritional quality and stress tolerance

1 minute read

Authors: Jonathan Berlingeri, Abelina Fuentes, Earl Ranario, Heesup Yun, Ellen Y Rim, Oscar Garrett, Alexander Howard, Mary-Francis LaPorte, Sassoum Lo, Duke...

AgRowStitch: A High-fidelity Image Stitching Pipeline for Ground-based Agricultural Images

1 minute read

Authors: Isaac Kazuo Uyehara, Heesup Yun, Earl Ranario, Mason Earles Agricultural imaging often requires individual images to be stitched together into a fi...

AGILE: A Diffusion-Based Attention-Guided Image and Label Translation for Efficient Cross-Domain Plant Trait Identification

6 minute read

Authors: Earl Ranario, Lars Lundqvist, Heesup Yun, Brian N. Bailey, J. Mason Earles Semantically consistent cross-domain image translation facilitates the g...

Earl Ranario

Recent Posts

Are vision-language models ready to zero-shot replace supervised classification models in agriculture?

Enabling Plant Phenotyping in Weedy Environments using Multi-Modal Imagery via Synthetic and Generated Training Data

Integration of crop modeling and sensing into molecular breeding for nutritional quality and stress tolerance

AgRowStitch: A High-fidelity Image Stitching Pipeline for Ground-based Agricultural Images

AGILE: A Diffusion-Based Attention-Guided Image and Label Translation for Efficient Cross-Domain Plant Trait Identification