On a 0.3 ha drone orthomosaic, adapter-based fine-tuning of SAM reached 0.416 mIoU, just ahead of LoRA at 0.410, and far above zero-shot SAM at 0.151.
UA V-assisted seeding and monitoring of reforestation sites: a review,
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Parameter-Efficient Fine-Tuning of Vision Foundation Model for Forest Floor Segmentation from UAV Imagery
On a 0.3 ha drone orthomosaic, adapter-based fine-tuning of SAM reached 0.416 mIoU, just ahead of LoRA at 0.410, and far above zero-shot SAM at 0.151.