For small-scale PV segmentation with SAM3, hybrid text-plus-box prompting outperforms text-only and box-only prompting, and most gains require only a few hundred labeled samples.
Flamingo: a visual language model for few-shot learning
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Evaluating Semantic and Spatial Guidance for Foundation Model Segmentation of Small-Scale PV in Remote Sensing Imagery
For small-scale PV segmentation with SAM3, hybrid text-plus-box prompting outperforms text-only and box-only prompting, and most gains require only a few hundred labeled samples.