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Published at December 5

Quantifying the Limits of Segment Anything Model: Analyzing Challenges in Segmenting Tree-Like and Low-Contrast Structures

cs.CV

cs.LG

eess.IV

Released Date: December 5, 2024

Authors: Yixin Zhang¹, Nicholas Konz¹, Kevin Kramer², Maciej A. Mazurowski¹

Aff.: ¹Duke University; ²Minnesota Health Solutions

Arxiv: http://arxiv.org/pdf/2412.04243v1

Refer to caption

				iShape
		DIS		antenna		branch		fence		hanger		log		wire
	SAM Enc.	$\tau$	$\rho$	$\tau$	$\rho$	$\tau$	$\rho$	$\tau$	$\rho$	$\tau$	$\rho$	$\tau$	$\rho$	$\tau$	$\rho$
CPR:	ViT-H	-0.59	-0.76	-0.13	-0.21	-0.61	-0.81	-0.61	-0.81	-0.25	-0.37	-0.60	-0.77	-0.06	-0.10
CPR:	ViT-B	-0.63	-0.81	-0.18	-0.27	-0.63	-0.82	-0.63	-0.83	-0.44	-0.62	-0.62	-0.80	-0.12	-0.17
DoGD:	ViT-H	0.58	0.77	0.23	0.30	0.52	0.70	0.46	0.65	0.52	0.72	0.30	0.46	0.08	0.11
DoGD:	ViT-B	0.45	0.64	0.12	0.14	0.51	0.69	0.45	0.64	0.50	0.70	0.13	0.22	0.06	0.08