notesum.ai

Published at November 25

Learn from Foundation Model: Fruit Detection Model without Manual Annotation

cs.CV

Released Date: November 25, 2024

Authors: Yanan Wang¹, Zhenghao Fei², Ruichen Li³, Yibin Ying¹

Aff.: ¹College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, 310058, China; ²College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, 310058, China; ZJU-Hangzhou Global Scientific and Technological Innovation Center, Zhejiang University, Hangzhou 311215, China; ³Faculty of Science, National University of Singapore, 119077, Singapore

Arxiv: http://arxiv.org/abs/2411.16196v1

Method	StrawDI_Db1			Mega Blueberry			Mega Peach
Method	ClassAcc.	mIOU	FWIOU	ClassAcc.	mIOU	FWIOU	ClassAcc.	mIOU	FWIOU
Grounded-SAM	0.936	0.832	0.959	0.614	0.553	0.829	0.683	0.644	0.858
YOLO-World	0.863	0.768	0.944	0.621	0.536	0.820	0.901	0.875	0.948
SDM (Ours)	0.959	0.917	0.981	0.813	0.760	0.901	0.914	0.882	0.951