Table 2.
Quantitative comparison with models trained by different strategies in Scenario 2.
Methods | Data Centers (Institutions) |
T1-weighted | T2-weighted | |||||||
---|---|---|---|---|---|---|---|---|---|---|
Tain | Test | SSIM | PSRN | Average | SSIM | PSNR | Average | |||
SSIM | PSNR | SSIM | PSNR | |||||||
Single | B | B | 0.9660 | 37.30 | 0.9351 | 33.81 | 0.9558 | 34.90 | 0.9278 | 32.35 |
F | F | 0.9494 | 35.45 | 0.9404 | 32.43 | |||||
H | H | 0.8855 | 29.67 | 0.9001 | 31.29 | |||||
I | I | 0.9396 | 32.80 | 0.9151 | 30.79 | |||||
FL-MR | B, F, H, I | B | 0.9662 | 37.37 | 0.9294 | 33.92 | 0.9482 | 35.34 | 0.9238 | 32.64 |
F | 0.9404 | 35.25 | 0.9306 | 32.19 | ||||||
H | 0.8732 | 30.03 | 0.9021 | 31.74 | ||||||
I | 0.9379 | 33.03 | 0.9145 | 31.29 | ||||||
FL-MRCM | B, F, H, I | B | 0.9676 | 37.57 | 0.9381 | 34.14 | 0.9630 | 35.85 | 0.9373 | 33.13 |
F | 0.9475 | 35.57 | 0.9385 | 0.32.69 | ||||||
H | 0.8940 | 30.27 | 0.9232 | 32.44 | ||||||
I | 0.9432 | 33.13 | 0.9244 | 31.54 | ||||||
Mix (Upper Bound) | B, F, H, I | B | 0.9698 | 37.62 | 0.9440 | 34.35 | 0.9655 | 5.83 | 0.9398 | 33.14 |
F | 0.9558 | 36.15 | 0.9435 | 32.82 | ||||||
H | 0.9047 | 30.57 | 0.9236 | 32.47 | ||||||
I | 0.9454 | 33.08 | 0.9266 | 31.44 |