notesum.ai

Published at December 10

Enhanced MRI Representation via Cross-series Masking

eess.IV

cs.AI

cs.CV

Released Date: December 10, 2024

Authors: Churan Wang¹, Fei Gao, Lijun Yan, Siwen Wang, Yizhou Yu, Yizhou Wang

Aff.: ¹University

Arxiv: http://arxiv.org/pdf/2412.07387v1

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Methodology	Average	WT	ET	TC
Unetr [6]	$0.7805\pm 0.022$	$0.9137\pm 0.021$	$0.6246\pm 0.025$	$0.8031\pm 0.020$
MAE3D [1, 2]	$0.7904\pm 0.015$	$0.9156\pm 0.014$	$0.6172\pm 0.018$	$0.8383\pm 0.012$
Dino [3]	$0.7902\pm 0.018$	$0.9148\pm 0.019$	$0.6195\pm 0.017$	$0.8363\pm 0.018$
Pcrlv2 [4]	$0.7880\pm 0.016$	$0.9037\pm 0.013$	$0.6141\pm 0.018$	$0.8463\pm 0.016$
Vox2vec [5]	$0.7877\pm 0.015$	$0.9053\pm 0.015$	$0.6103\pm 0.014$	$0.8478\pm 0.015$
CSM (Ours)	$\textbf{0.8345}\pm 0.007$	$\textbf{0.9346}\pm 0.004$	$\textbf{0.6738}\pm 0.009$	$\textbf{0.8951}\pm 0.007$
Zhang et al. [7]	$0.7932\pm 0.011$	$0.8985\pm 0.009$	$0.6736\pm 0.010$	$0.8074\pm 0.013$
A2FSeg [8]	$0.7941\pm 0.010$	$0.9089\pm 0.008$	$0.6210\pm 0.011$	$0.8525\pm 0.012$
Zhang et al. [7] + CSM (Ours)	$\textbf{0.8351}\pm 0.005$	$\textbf{0.9342}\pm 0.004$	$\textbf{0.6755}\pm 0.006$	$\textbf{0.8955}\pm 0.006$
A2FSeg [8] + CSM (Ours)	$\textbf{0.8462}\pm 0.005$	$\textbf{0.9351}\pm 0.005$	$\textbf{0.7012}\pm 0.006$	$\textbf{0.9024}\pm 0.005$