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Brain MRI

Benchmarks

Task NameDataset NameSOTA ResultTrend
Attribution LocalizationBrain MRI
MSE2.42
22
MRI ReconstructionBrain MRI 100/5x Acceleration ADMM-Net
PSNR36.65
11
MRI ReconstructionBrain MRI 100/10x Acceleration ADMM-Net
PSNR39.23
11
MRI ReconstructionBrain MRI 100/15x Acceleration ADMM-Net
PSNR41.01
11
Text-to-image generationBrain MRI (test)
AUC88.3
11
Medical Anomaly DetectionBrain MRI
Precision91.1
10
Anomaly DetectionBrain MRI
Pixel AUROC0.965
10
Undersampled MRI ReconstructionBrain MRI
PSNR (dB)43.16
10
Sparse ReconstructionBrain MRI
Time (s)0.217
9
Medical Image SegmentationBrain MRI
IoU75.7
9
Brain MRI SynthesisBrain MRI 1000 samples (val)
Sex Accuracy88
8
Medical Image SegmentationBrain-MRI (Setting 1)
Dice Score (B)87.42
7
Longitudinal Brain MRI SynthesisBrain MRI Δt ≥ 36 (test)
SSIM0.8305
7
Longitudinal Brain MRI SynthesisBrain MRI 24 ≤ Δt < 36 (test)
SSIM83.8
7
Longitudinal Brain MRI SynthesisBrain MRI 12 ≤ Δt < 24 months (test)
SSIM84.37
7
Longitudinal Brain MRI SynthesisBrain MRI 0 ≤ Δt < 12 (test)
SSIM0.8975
7
Missingness Bias ReductionBrain MRI
KL Divergence1.16
7
Pixel-level Anomaly DetectionBrain MRI
AUROC97.3
7
Anomaly DetectionBrain MRI
AUROC (Image Level)91.6
7
Image GenerationBrain-MRI
RadFID0.19
7
Missing Modality ImputationBrain MRI T1w, T2w, T2f → T1c
PSNR23.52
6
Missing Modality ImputationBrain MRI T1w, T2w → T2f
PSNR23.49
6
Missing Modality ImputationBrain MRI T1w → T2w
PSNR23.43
6
Entity-conditioned reference-case retrievalBrain MRI internal (val)
Recall@177.07
6
Brain Tissue SegmentationBrain MRI
Mean Dice (CSF)92.17
6
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