notesum.ai

Published at November 15

cs.CV

cs.AI

Released Date: November 15, 2024

Authors: Dan He¹, Guofen Wang², Weisheng Li¹, Yucheng Shu¹, Wenbo Li¹, Lijian Yang¹, Yuping Huang¹, Feiyan Li¹

Aff.: ¹Chongqing University of Posts and Telecommunications; ²Chongqing Normal University

	Dataset: MRI-CT Image Fusion (50 pairs) [42]
Methods	SD	AG	SF	SCD	VIFF	SSIM
CDDFu* [61]	84.803	9.292	38.121	1.376	0.413	0.727
EMMA* [63]	86.493	7.534	27.405	1.464	0.421	0.668
MMDRF* [5]	75.768	5.723	22.993	1.263	0.371	0.263
GeseNet [20]	85.591	9.360	37.552	1.358	0.405	0.529
FATFus [39]	72.680	7.688	26.901	0.906	0.119	0.717
Ours	94.033	8.242	33.836	1.576	0.456	0.731
	Dataset: MRI-PET Image Fusion (50 pairs) [42]
Methods	SD	AG	SF	SCD	VIFF	SSIM
CDDFu* [61]	69.309	8.257	27.883	1.405	0.502	0.739
EMMA* [63]	74.011	7.151	22.547	1.602	0.555	0.668
MMDRF* [5]	71.833	6.131	20.099	1.604	0.539	0.262
GeseNet [20]	71.110	8.311	27.508	1.470	0.553	0.486
FATFus [39]	69.284	8.760	30.089	1.278	0.402	0.727
Ours	78.345	9.424	31.663	1.660	0.590	0.734
	Dataset: MRI-SPECT Image Fusion (50 pairs) [42]
Methods	SD	AG	SF	SCD	VIFF	SSIM
CDDFu* [61]	66.015	7.364	24.824	1.039	0.521	0.719
EMMA* [63]	68.472	6.378	20.555	1.528	0.606	0.664
MMDRF* [5]	68.655	5.499	18.248	1.597	0.589	0.263
GeseNet [20]	66.965	7.469	24.686	1.409	0.602	0.490
FATFus [39]	73.948	7.988	27.301	1.431	0.561	0.711
Ours	75.481	8.731	29.770	1.651	0.637	0.723