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Published at November 21

CP-UNet: Contour-based Probabilistic Model for Medical Ultrasound Images Segmentation

eess.IV

cs.CV

Released Date: November 21, 2024

Authors: Ruiguo Yu¹, Yiyang Zhang², Yuan Tian¹, Zhiqiang Liu¹, Xuewei Li³, Jie Gao¹

Aff.: ¹College of Intelligence and Computing, Tianjin University, Tianjin, 300350, China; ²Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, 300350, China; ³School of Future Technology, Tianjin University, Tianjin, 300350, China

Arxiv: http://arxiv.org/abs/2411.14250v1

	BUSI		DDTI		TUI
	IoU(%)	Dice(%)	IoU(%)	Dice(%)	IoU(%)	Dice(%)
UNet[1]	0.5070	0.6729	0.6692	0.7999	0.7965	0.8866
UNet++[2]	0.5935	0.7444	0.7299	0.8429	0.8034	0.8901
ResUNet[3]	0.5517	0.7069	0.7121	0.8294	0.7631	0.8631
SETR[18]	0.2293	0.3720	0.2864	0.4434	0.2629	0.4141
MedT[21]	0.5155	0.6790	0.5873	0.7366	0.6382	0.7752
Swin-Unet[22]	0.4850	0.6503	0.4982	0.6602	0.3978	0.5636
TransUNet(pretrained)[19]	0.6454	0.7812	0.8147	0.8963	0.8481	0.9166
TransUNet(w/o pretrained)[19]	0.5966	0.7448	0.7612	0.8625	0.8066	0.8909
UNeXt[6]	0.5919	0.7428	0.7746	0.8722	0.8358	0.9104
Acc-Unet[8]	0.5989	0.7463	0.7483	0.8541	0.8255	0.8994
GGNet[10]	0.5410	0.7020	0.5594	0.7154	0.6744	0.8039
AAU-net[15]	0.6286	0.7714	0.7731	0.8704	0.7802	0.8754
ours	0.6445	0.7827	0.8136	0.8972	0.8496	0.9183