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. Author manuscript; available in PMC: 2021 Oct 1.
Published in final edited form as: IEEE J Sel Top Signal Process. 2020 Jun 22;14(6):1151–1162. doi: 10.1109/jstsp.2020.3004094

TABLE II.

Impact of optimization strategies for parallel MRI recovery of knee images using 1-D sampling. The results correspond to two subjects with a total of 80 slices.

PSNR SSIM
UNET MoDL UNET MoDL
Optimize 4x acceleration
Φ-alone 29.95 ± 3.76 34.21 ± 3.14 0.83 ± 0.13 0.91 ± 0.04
Θ-alone 28.85 ± 3.94 37.66 ± 3.30 0.86 ± 0.04 0.96 ± 0.03
Joint 34.02 ± 3.31 41.28 ± 3.07 0.93 ± 0.04 0.96 ± 0.02
6x acceleration
Φ-alone 29.24 ± 3.94 32.40 ± 3.00 0.82 ± 0.13 0.89 ± 0.04
Θ-alone 24.45 ± 3.65 33.31 ± 3.17 0.78 ± 0.09 0.93 ± 0.03
Joint 29.62 ± 2.54 35.93 ± 2.74 0.89 ± 0.05 0.93 ± 0.03