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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 III.

Impact of optimization strategies for parallel MRI recovery of the brain images using 2-D sampling. The PSNR and SSIM values are reported for the average ± std. of 200 test slices at 6x acceleration factor.

PSNR SSIM
Optimize UNET MoDL UNET MoDL
Φ-alone 27.34 ± 1.14 34.19 ± 1.03 0.82 ± 0.02 0.94 ± 0.01
Θ-alone 28.56 ± 0.93 37.47 ± 0.57 0.85 ± 0.02 0.94 ± 0.01
Joint 34.31 ± 0.81 37.60 ± 0.56 0.94 ± 0.01 0.96 ± 0.01