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Brain MRI

Benchmarks

Task NameDataset NameSOTA ResultTrend
Text-to-image generationBrain MRI (test)
AUC88.3
11
Anomaly DetectionBrain MRI
Pixel AUROC0.965
10
Undersampled MRI ReconstructionBrain MRI
PSNR (dB)43.16
10
Brain MRI SynthesisBrain MRI 1000 samples (val)
Sex Accuracy88
8
Anomaly DetectionBrain MRI
AUROC (Image Level)91.6
7
Image GenerationBrain-MRI
RadFID0.19
7
Subcortical Brain Region SegmentationBrain MRI Cross-Age 1.0 (test)
HC Score75.8
6
Subcortical Brain Region SegmentationBrain MRI Cross-Site 1.0 (test)
HC Score70
6
Subcortical Brain Region SegmentationBrain MRI Cross-Sequence 1.0 (test)
Score (HC)70.3
6
4x Super-ResolutionBrain MRI
PSNR31.69
5
Volumetric Medical Image RegistrationBrain MRI (test)
Dice72.6
5
Deformable Image RegistrationBrain MRI First Experiment (unsupervised)
Dice Coefficient75.5
5
Image RegistrationBrain MRI Inter-subject Cross-contrast (n=24)
PMM Mean0.0827
4
Image RegistrationBrain MRI Inter-subject Same-contrast (n=24)
PMM Mean0.0887
4
Image RegistrationBrain MRI Same-subject Cross-contrast (n=24)
Mean PMM0.1677
4
Sex PredictionBrain MRI dataset T1w
Accuracy88.4
4
Medical Image SegmentationBrain MRI
IoU50.3
4
Skull-strippingBrain MRI 256x256x256
Average Runtime (s)2.94
4
Super-ResolutionBrain MRI (test)
PSNR31.27
3
Intensity NormalizationBrain MRI 256x256x256
Avg Runtime (sec)2.94
3
Medical Image RegistrationBrain MRI dataset (test)
P-Value0
3
MRI ReconstructionBrain MRI Multi SPO sampling (test)
PSNR43.75
3
MRI ReconstructionBrain MRI Single SPO sampling (test)
PSNR42.77
3
MRI ReconstructionBrain MRI Variable density sampling (test)
PSNR42.24
3
Spatial NormalizationBrain MRI 256x256x256
Average Runtime (sec)2.94
2
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