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20212026
most citedSimultaneously Predicting Multiple Plant Traits from Multiple Sensors via Deformable CNN Regression

2 citations · 3 across the 5 of their papers we have counts for

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cs.CV2026★ 1 cited

Can Synthetic Data Overcome the Generalization Limits of AI-Based Flower and Pod Detection Across Cowpea Breeding Genotypes and Environments?

Hamid Kamangir, Jonathan Berlingeri, Earl Ranario +6

High-throughput phenotyping requires AI-enabled computer vision models that generalize across genotypes, locations, and growing seasons, yet such models often lose accuracy under n…

cs.CV2026

Does Your VFM Speak Plant? The Botanical Grammar of Vision Foundation Models for Object Detection

Lars Lundqvist, Earl Ranario, Hamid Kamangir +4

Vision foundation models (VFMs) offer the promise of zero-shot object detection without task-specific training data, yet their performance in complex agricultural scenes remains hi…