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MRI

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image ReconstructionMRI
Uncertainty Interval Length0.088
30
Image GenerationMRI
FDD0.041
22
Medical Image SegmentationMRI (47 anatomical and pathological targets) SAMRI Performance Evaluation (test)
Dice Score98
20
ClassificationMRI
Accuracy93
20
Medical Image SegmentationMRI
Dice Coefficient0.76
18
MRI Super-ResolutionMRI (test)
PSNR32.13
17
Human Activity RecognitionmRi
Accuracy98
16
Interactive Medical Image SegmentationMRI (Magnetic Resonance Imaging)
Dice0.854
16
Low-Rank Tensor CompletionMRI Sampling Rate 1%
MPSNR32.06
15
Low-Rank Tensor CompletionMRI Sampling Rate (0.5%)
MPSNR31.2
15
Low-Rank Tensor CompletionMRI Sampling Rate 0.3%
MPSNR29.91
15
Low-Rank Tensor CompletionMRI Sampling Rate 0.1%
MPSNR27.38
15
Magnetic Resonance ImagingMRI AFs = 5
PSNR29.39
9
MRI slice interpolationMRI 8-slice gap (test)
PSNR37.43
9
MRI ReconstructionMRI AF = 4
PSNR38.16
9
MRI Super-ResolutionMRI
PSNR31.99
8
Medical Image TranslationMRI Bidirectional T2/FLAIR translation average
PSNR25.38
8
Medical Image TranslationMRI FLAIR to T2 sequence translation
PSNR25.78
8
Medical image reconstructionMRI (Magnetic Resonance Imaging)
rFID6.32
8
Low Field MRI EnhancementT1w MRI
PSNR (dB)30.55
7
MRI ReconstructionMRI 30% sampling ratio
PSNR (dB)40.67
7
MRI ReconstructionMRI 25% sampling ratio small (train)
PSNR (dB)38.8
7
MRI ReconstructionMRI 20% sampling ratio
PSNR (dB)37.54
7
MRI ReconstructionMRI 15% sampling ratio small (train)
PSNR (dB)34.9
7
MRI ReconstructionMRI 10% sampling ratio
PSNR (dB)32.13
7
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