Table 5 Comparison of MR-IPT and IPT performance. MR-IPT-level is used as the baseline for evaluation, with both zero-shot and fine-tuned results for various undersampling scenarios across different sampling masks.

From: Magnetic resonance image processing transformer for general accelerated image restoration

 

Knee-Cartesian Random

Brain-Cartesian Equispaced

 

ACC = 4X

ACC = 8X

ACC = 4X

ACC = 8X

 

PSNR

SSIM

PSNR

SSIM

PSNR

SSIM

PSNR

SSIM

 

Zero-shot

 MR-IPT

34.22

0.8635

30.65

0.7814

39.90

0.9756

32.52

0.9288

 IPT

31.61

0.8038

29.60

0.7382

37.63

0.9580

32.45

0.9213

 

Finetuned

 MR-IPT

34.52

0.8681

31.45

0.7952

42.48

0.9831

35.53

0.9557

 IPT

32.70

0.8094

30.03

0.7469

39.43

0.9640

34.85

0.9419