notesum.ai

Published at November 29

Adaptive Interactive Segmentation for Multimodal Medical Imaging via Selection Engine

cs.CV

cs.AI

cs.LG

Released Date: November 29, 2024

Authors: Zhi Li¹, Kai Zhao², Yaqi Wang³, Shuai Wang¹

Aff.: ¹Hangzhou Dianzi University, Hangzhou, China; ²Department of Neurosurgery, First Medical Center, Chinese PLA General Hospital, Beijing, China; ³Communication University of Zhejiang, Hangzhou, China

Arxiv: http://arxiv.org/pdf/2411.19447v1

Model Type	Metric	Der	Endo	Fundus	OCT	US	XRay	MG
SAM2 Hiera	Dice	94.79	85.27	99.92	90.31	94.44	96.55	81.56
Tiny	IoU	90.98	77.64	99.88	83.96	90.19	94.01	75.18
SAM2 Hiera	Dice	91.84	85.48	99.96	90.25	93.73	96.47	81.26
Small	IoU	87.39	78.03	99.94	83.93	89.59	93.93	74.63
SAM2 Hiera	Dice	94.11	86.24	99.98	90.39	94.51	95.51	80.72
Base Plus	IoU	90.04	78.59	99.96	84.13	90.36	92.99	73.86
SAM2 Hiera	Dice	93.57	93.61	99.98	90.22	94.71	96.48	82.65
Large	IoU	89.31	90.39	99.96	83.89	90.68	93.98	75.93