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Expensive pixel-level segmentation masks are unnecessary for fine-grained root phenotyping: parameter-efficient tuning of just 3.8% of a frozen DINOv3 ViT directly maps raw minirhizotron images to root traits with $R^2 \ge 0.93$.
