Table 2. Stability evaluation of the proposed network based on five training attempts with the validation set of the fastMRI dataset.
Acceleration | Channels | NMSE | PSNR | SSIM | |||
---|---|---|---|---|---|---|---|
PD | PDFS | PD | PDFS | PD | PDFS | ||
4-fold | 32 | 0.00496 | 0.01094 | 37.99 | 36.52 | 0.9316 | 0.8671 |
0.00550 | 0.01138 | 37.52 | 36.32 | 0.9271 | 0.8643 | ||
0.00558 | 0.01147 | 37.46 | 36.29 | 0.9268 | 0.8640 | ||
0.00536 | 0.01128 | 37.64 | 36.37 | 0.9283 | 0.8652 | ||
0.00548 | 0.01141 | 37.54 | 36.32 | 0.9272 | 0.8643 | ||
Average | 0.00522 | 0.01118 | 37.77 | 36.42 | 0.9294 | 0.8657 | |
8-fold | 32 | 0.00938 | 0.01603 | 35.19 | 34.77 | 0.8939 | 0.8294 |
0.00958 | 0.01634 | 35.09 | 34.72 | 0.8925 | 0.8286 | ||
0.00964 | 0.01634 | 35.07 | 34.71 | 0.8921 | 0.8285 | ||
0.00957 | 0.01618 | 35.10 | 34.72 | 0.8925 | 0.8287 | ||
0.00959 | 0.01621 | 35.09 | 34.72 | 0.8926 | 0.8286 | ||
Average | 0.00958 | 0.01628 | 35.09 | 34.72 | 0.8926 | 0.8286 |