nitesh.saini

Application

MonoDBH

Metric tree diameter from a single RGB frame — trunk segmentation plus pinhole projection, no reference object or specialised hardware.

Dataset
0.953
Mask mAP50
130 FPS
Inference
YOLOv8s-segGrounding DINOSAM 2Pinhole projection

Estimates Diameter at Breast Height from a single monocular RGB image using known camera-to-tree distance. A YOLOv8s-seg model trained on 1,800 annotated trunk images segments the trunk (Mask mAP50 0.953 at 130 FPS), with Grounding DINO + SAM 2 as a zero-shot fallback; pinhole camera projection converts pixel width into metric DBH. The dataset is released openly on Zenodo.

MonoDBH
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