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. 2021 Feb;11(2):749–762. doi: 10.21037/qims-20-66

Table 4. Quantitative evaluation of the results of the different methods from Figure 10 for 50 K, 500 K, and 5 M counts.

Methods 50 K 500 K 5 M
PSNR SSIM rRMSE PSNR SSIM rRMSE PSNR SSIM rRMSE
MLEM + filter 18.639 0.816 0.281 22 0.923 0.22 25.137 0.977 0.153
MLEM + NLM 19.99 0.811 0.277 25 0.929 0.151 27.853 0.969 0.112
CNN 17.539 0.841 0.367 27 0.956 0.12 30.034 0.982 0.087
GAN 19.916 0.877 0.279 28 0.963 0.114 30.679 0.983 0.068
LCPR-Net 21.956 0.887 0.224 29 0.965 0.102 32.203 0.986 0.061

PSNR, peak signal-to-noise ratio; SSIM, structural similarity index; rRMSE, relative root mean square error; MLEM, maximum-likelihood expectation-maximization; NLM, nonlocal means; CNN, convolutional neural network; GAN, generative adversarial network; LCPR-Net, low-count positron emission tomography image reconstruction network.