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. Author manuscript; available in PMC: 2024 Apr 1.
Published in final edited form as: Magn Reson Med. 2022 Dec 5;89(4):1617–1633. doi: 10.1002/mrm.29547

Table 1.

Performance measures, (NRMSE, SSIM), for all reconstruction methods applied to raw data. The optimal number of iterations for L1 and LR were 110 and 150, respectively.

R=8
Subject L1 LR CD CD+r (μ = 0.10)
Performance Regularization Performance Regularization Performance Number of steps Performance Number of steps
S1 (0.158, 0.862) 0.01 (0.141, 0.904) 0.0079 (0.139,0.894) 1702 (1500) (0.149,0.883) 1414 (1500)
S2 (0.155, 0.864) 0.01 (0.137, 0.892) 0.0077 (0.134,0.876) 1695 (1500) (0.136, 0.876) 1934 (2000)
S3 (0.135, 0.885) 0.01 (0.116, 0.921) 0.0073 (0.111, 0.914) 2060 (2000) (0.111, 0.913) 2196 (2000)
R=12
Subject L1 LR CD CD+r (μ = 0.10)
Performance Regularization Performance Regularization Performance Number of steps Performance Number of steps
S1 (0.179, 0.844) 0.01 (0.161, 0.882) 0.0063 (0.149,0.879) 1695 (1500) (0.163,0.873) 1391 (1500)
S2 (0.177, 0.841) 0.0098 (0.155, 0.869) 0.006 (0.143,0.868) 1645 (1500) (0.149,0.848) 1485 (1500)
S3 (0.157, 0.864) 0.0091 (0. 131, 0.904) 0.0058 (0.119, 0.907) 2156 (2000) (0.120, 0.906) 1947 (2000)
R=18
Subject L1 LR CD CD+r (μ = 0.10)
Performance Regularization Performance Regularization Performance Number of steps Performance Number of steps
S1 (0.210, 0.811) 0.0078 (0.189, 0.848) 0.0049 (0.162,0.880) 1798 (2000) (0.198,0.840) 773 (1000)
S2 (0.207, 0.802) 0.0071 (0.182, 0.835) 0.0046 (0.151,0.848) 1728 (1500) (0.163,0.850) 1440 (1500)
S3 (0.186, 0.836) 0.0065 (0.155, 0.877) 0.0045 (0.13,0.907) 2262 (2500) (0.130, 0.907) 2967 (3000)
R=36
Subject L1 LR CD CD+r (μ = 0.10)
Performance Regularization Performance Regularization Performance Number of steps Performance Number of steps
S1 (0.289, 0.726) 0.0038 (0.256, 0.775) 0.0048 (0.199, 0.837) 2177 (2000) (0.339, 0.681) 9772 (9999)
S2 (0.277, 0.718) 0.0036 (0.249, 0.752) 0.0051 (0.185, 0.817) 2030 (2000) (0.307, 0.701) 7660 (7500)
S3 (0.261, 0.756) 0.003 (0.219, 0.810) 0.0038 (0.155, 0.864) 2486 (2500) (0.156, 0.866) 2551 (2500)