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 | MG | SF | NCC | MI | SSIM | |
---|---|---|---|---|---|---|---|---|---|
GTF | 5.250.42 | 0.330.03 | 4.153.91 | 0.60.06 | * | * | 0.820.12 | * | 0.290.37 |
DDCT-PCA | 5.130.3* | 0.370.05 | 5.981.65 | 0.60.06 | 0.180.04 | 0.530.08* | 0.850.11 | 0.420.2* | 0.330.16 |
FPDE | 4.770.34 | 0.270.05 | 8.461.65 | 0.370.10 | * | 0.770.14 | 0.30.28 | 0.580.18 | 0.250.26 |
HMSD | 5.58 0.23 | 0.270.04 | 5.751.86 | 0.60.07 | 0.210.05* | 0.610.10 | 0.820.12 | 0.350.22 | 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 | * | * |
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 | 5.20.38 | 0.44 0.05 | 23.023.5 | 0.64 0.1 | 0.20 0.05 | 0.67 0.14 | 0.91 0.04 | 0.420.29 | 0.620.22 |
* is not statistically different (p-value ) 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