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Published at November 18

Edge-Enhanced Dilated Residual Attention Network for Multimodal Medical Image Fusion

eess.IV

cs.AI

cs.CV

Released Date: November 18, 2024

Authors: Meng Zhou¹, Yuxuan Zhang¹, Xiaolan Xu¹, Jiayi Wang², Farzad Khalvati³

Aff.: ¹Department of Computer Science, University of Toronto; ²Desautels Faculty of Management, McGill University; ³Department of Computer Science, Department of Medical Imaging, University of Toronto

Arxiv: http://arxiv.org/abs/2411.11799v1

Dataset	Method	PSNR	SSIM	FMI	FSIM	EN
MRI-CT	IFCNN (Zhang et al., 2020)	15.594 $\pm$ 0.112	0.700 $\pm$ 0.015	0.870 $\pm$ 0.012	0.801 $\pm$ 0.001	8.968 $\pm$ 0.227
	MSRPAN (Fu et al., 2021)	14.790 $\pm$ 0.233	0.749 $\pm$ 0.003	0.744 $\pm$ 0.001	0.804 $\pm$ 0.001	7.773 $\pm$ 0.273
	MSDRA (Li et al., 2022)	15.308 $\pm$ 0.437	0.742 $\pm$ 0.037	0.872 $\pm$ 0.002	0.788 $\pm$ 0.005	9.554 $\pm$ 0.767
	SwinFusion (Ma et al., 2022)	14.962 $\pm$ 0.173	0.768 $\pm$ 0.007	0.882 $\pm$ 0.002	0.810 $\pm$ 0.001	8.445 $\pm$ 0.078
	MRSCFusion (Xie et al., 2023)	14.476 $\pm$ 0.205	0.713 $\pm$ 0.012	0.877 $\pm$ 0.006	0.791 $\pm$ 0.010	7.544 $\pm$ 0.232
	EH-DRAN(Ours)	16.830 $\pm$ 0.490	0.753 $\pm$ 0.007	0.883 $\pm$ 0.005	0.820 $\pm$ 0.003	10.727 $\pm$ 0.531
MRI-SPECT	IFCNN (Zhang et al., 2020)	19.728 $\pm$ 0.228	0.721 $\pm$ 0.025	0.846 $\pm$ 0.062	0.783 $\pm$ 0.027	10.167 $\pm$ 0.429
	MSRPAN (Fu et al., 2021)	19.174 $\pm$ 0.046	0.732 $\pm$ 0.002	0.838 $\pm$ 0.003	0.793 $\pm$ 0.002	9.737 $\pm$ 0.202
	MSDRA (Li et al., 2022)	19.662 $\pm$ 0.165	0.725 $\pm$ 0.003	0.839 $\pm$ 0.003	0.794 $\pm$ 0.003	10.784 $\pm$ 0.447
	SwinFusion (Ma et al., 2022)	17.557 $\pm$ 0.021	0.728 $\pm$ 0.004	0.808 $\pm$ 0.007	0.819 $\pm$ 0.011	13.066 $\pm$ 0.428
	MRSCFusion (Xie et al., 2023)	18.412 $\pm$ 0.211	0.734 $\pm$ 0.012	0.827 $\pm$ 0.009	0.814 $\pm$ 0.006	9.87 $\pm$ 0.600
	EH-DRAN(Ours)	21.455 $\pm$ 0.071	0.736 $\pm$ 0.002	0.876 $\pm$ 0.004	0.843 $\pm$ 0.003	11.970 $\pm$ 0.538