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. Author manuscript; available in PMC: 2022 Sep 26.
Published in final edited form as: Neuroimage. 2022 Mar 1;253:119033. doi: 10.1016/j.neuroimage.2022.119033

Table 1. Image similarity.

The group mean (± group standard deviation) across the 20 HCP subjects of the mean absolute error (MAE), peak signal-to-noise ratio (PSNR) and structural similarity index measure (SSIM) of b = 0 images and the diffusion-weighted images (DWI, along the same diffusion-encoding direction as the DWI shown in Figure 3) from the raw data (a), each subset of SDnDTI input data (b–d) (a single raw b = 0 image or DWIs synthesized from the diffusion tensor fitted using three b = 0 images and six DWIs), the averaged b = 0 image or DWIs synthesized from the diffusion tensor fitted using three b = 0 images and 18 DWIs (f), the raw data denoised by supervised learning with the ground-truth images as the training target (i.e., supervised-denoising) (f), each subset of SDnDTI-denoised data (g–i), the average of all three subsets of SDnDTI-denoised data (j), and the raw data denoised by BM4D (k) and AONLM (l) compared to the ground-truth images generated from the tensor fitted using all 18 b = 0 and 90 DWIs.

a b c d e f 9 h i j k I
Raw Synth. (subset 1) Synth. (subset 2) Synth. (subset 3) Synth. (18 DWIs) Supervised SDnDTI (subset 1) SDnDTI (subset 2) SDnDTI (subset 3) SDnDTI (average) BM4D AONLWI
MAE b = 0 0.017 ± 0.00097 0.015 ± 0.00098 0.015 ± 0.00088 0.011 ± 0.00087 0.0099 ± 0.00073 0.014 ± 0.00091 0.013 ± 0.00087 0.013 ± 0.00078 0.01 ± 0.00082 0.014 ± 0.00063 0.013 ± 0.0007
DWI 0.033 ± 0.0021 0.034 ± 0.0021 0,035 ± 0.0021 0.035 ± 0.0022 0.019 ± 0.0012 0.012 ± 0.00072 0.018 ± 0.0011 0.018 ± 0.00099 0.018 ± 0.0011 0.012 ± 0.00073 0.023 ± 0.0012 0.024 ± 0.0012
PSNR (dB) b = 0 32.19 ± 0.62 32.94 ± 0.58 33.41 ± 0.6 35.31 ± 0.75 36.54 ± 0.76 33.18 ± 0.69 34.00 ± 0.6 34.35 ± 0.63 35.85 ± 0.77 33.67 ± 0.46 34.12 ± 0.55
DWI 27.13 ± 0.57 26.89 ± 0.61 26.34 ± 0.61 26.45 ± 0.71 31.55 ± 0.8 35.83 ± 0.54 31.87 ± 0.86 31.68 ± 0.93 31.70 ± 1.09 34.50 ± 1.32 30.23 ± 0.47 30.16 ± 0.46
SSIM b = 0 0.96 ± 0.0042 0.97 ± 0.004 0.97 ± 0.0039 0.99 ± 0.0023 0.99 ± 0.0019 0.98 ± 0.0029 0.98 ± 0.0025 0.98 ± 0.0024 0.99 ± 0.0018 0.98 ± 0.002 0.98 ± 0.0022
DWI 0.88 ± 0.013 0.88 ± 0.013 0.86 ± 0.013 0.87 ± 0.013 0.95 ± 0.0054 0.98 ± 0.0023 0.96 ± 0.0047 0.96 ± 0.0047 0.96 ± 0.0047 0.98 ± 0.0024 0.94 ± 0.0056 0.94 ± 0.0058