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. 2023 Dec 7;23:203. doi: 10.1186/s12880-023-01160-w

Table 2.

Mean±STD of our GAN method and other traditional methods are summarized. The GTF, FPDF, and GFDF will be excluded from the quantitative comparisons as they did not transfer MRI soft-tissue contrast, add a noticeable amount of spatial distortion, and did not transfer CT bone information, respectively. Bold indicates the best results. Underline indicate a better result than ours that was excluded because it did not satisfy the fusion criteria

Method ENT STD PSNR QXY/F MG SF NCC MI SSIM
GTF 5.25±0.42 0.33±0.03 4.15±3.91 0.6±0.06 0.21±0.05_* 0.64±0.1_* 0.82±0.12 0.39±0.21_* 0.29±0.37
DDCT-PCA 5.13±0.3* 0.37±0.05 5.98±1.65 0.6±0.06 0.18±0.04 0.53±0.08* 0.85±0.11 0.42±0.2* 0.33±0.16
FPDE 4.77±0.34 0.27±0.05 8.46±1.65 0.37±0.10 0.20±0.04_* 0.77±0.14 0.3±0.28 0.58±0.18 0.25±0.26
HMSD 5.58 ± 0.23 0.27±0.04 5.75±1.86 0.6±0.07 0.21±0.05* 0.61±0.10 0.82±0.12 0.35±0.22 0.32± 0.17
GFDF 2.07 ± 0.51 0.23 ± 0.03 16.68 ± 1.64 0.46 ± 0.04 0.08 ± 0.02 0.37 ± 0.06 0.78 ± 0.22 0.53±0.43_* 0.66±0.33_*
IVF 2.74± 0.57 0.22± 0.03 12.69 ± 2.79 0.54 ± 0.04 0.11 ± 0.03 0.49 ± 0.09 0.83 ± 0.06 0.4 ± 0.36* 0.13 ± 0.05
MEF 2.06± 0.48 0.25± 0.03 20.38± 1.86 0.61± 0.06 0.06± 0.02 0.33± 0.06 0.82± 0.04 0.57 ± 0.04 0.81 ± 0.03
Ours 5.2±0.38 0.44 ± 0.05 23.02±3.5 0.64 ± 0.1 0.20 ± 0.05 0.67 ± 0.14 0.91 ± 0.04 0.42±0.29 0.62±0.22

* is not statistically different (p-value >0.05) from our proposed MedFusionGAN method.

Abbreviations: ENT entropy, STD standard deviation, PSNR peak signal-to-noise ratio, MG mean gradient, SF spatial frequency, NCC normalized cross-correlation, MI mutual information, SSIM structural similarity index