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Author

Prof. Gaurav Shrivastava

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#small language model Dataset Open access Sep 2026

Compact Vision-Language Models for Cross-Crop Plant-Disease Diagnosis at the Edge: A CPU-Only Study

Cloud vision–language models diagnose plant disease well but bill per query and need connectivity, anda conventional classifier has no output unit for an unseen crop. We ask what lets a small, frozen vision–language model diagnose crops it was never trained on. On the SAGE dataset, four frozen compactcontrastive encode...

PV Abhiram, Rahul Ananthasayanam, Prof. Gaurav Shrivastava · 0 citations
#small language model Dataset Open access Sep 2026

Compact Vision-Language Models for Cross-Crop Plant-Disease Diagnosis at the Edge: A CPU-Only Study

Cloud vision–language models diagnose plant disease well but bill per query and need connectivity, anda conventional classifier has no output unit for an unseen crop. We ask what lets a small, frozen vision–language model diagnose crops it was never trained on. On the SAGE dataset, four frozen compactcontrastive encode...

PV Abhiram, Rahul Ananthasayanam, Prof. Gaurav Shrivastava · 0 citations

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