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Published at November 11

Gaussian Process Emulators for Few-Shot Segmentation in Cardiac MRI

cs.CV

cs.AI

cs.LG

Released Date: November 11, 2024

Authors: Bruno Viti¹, Franz Thaler², Kathrin Lisa Kapper¹, Martin Urschler³, Martin Holler¹, Elias Karabelas¹

Aff.: ¹Department of Mathematics and Scientific Computing, University of Graz, Graz, Austria; ²Institute of Computer Graphics and Vision, Graz University of Technology, Graz, Austria; ³Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, Austria

Arxiv: http://arxiv.org/abs/2411.06911v1

Method		DICE
	Shot	LV	RV	MY	Avg.
CSDG[18]	$0$	$79.1$	$62.5$	$54.3$	$65.3$
nnU-Net[10]	$1$	$43.8$	$30.6$	$36.5$	$40.0$
CAT-Net[14]	$1$	$71.7$	$58.8$	$32.5$	$54.2$
Ours	$1$	$\mathbf{85.9}$	$\mathbf{71.9}$	$\mathbf{65.8}$	$\mathbf{74.5}$