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Published at November 18

Zero-Shot Automatic Annotation and Instance Segmentation using LLM-Generated Datasets: Eliminating Field Imaging and Manual Annotation for Deep Learning Model Development

cs.CV

cs.AI

Released Date: November 18, 2024

Authors: Ranjan Sapkota¹, Achyut Paudel¹, Manoj Karkee¹

Aff.: ¹Not specified

Arxiv: http://arxiv.org/abs/2411.11285v1

Refer to caption

Model	Box Metrics				Mask Metrics
	P	R	mAP50	mAP50:95	P	R	mAP50	mAP50:95
YOLO11n-seg	0.905	0.872	0.935	0.884	0.916	0.855	0.923	0.846
YOLO11s-seg	0.900	0.868	0.926	0.887	0.893	0.862	0.914	0.853
YOLO11m-seg	0.928	0.858	0.932	0.890	0.925	0.855	0.921	0.855
YOLO11l-seg	0.932	0.859	0.935	0.890	0.931	0.856	0.921	0.852
YOLO11x-seg	0.908	0.868	0.932	0.891	0.909	0.862	0.920	0.851