Brain MRI
Benchmarks
TaskDatasetSOTA resultTrendResults
Brain MRI
2.42MSE
22
Brain MRI 100/5x Acceleration ADMM-Net
36.65PSNR
11
Brain MRI 100/10x Acceleration ADMM-Net
39.23PSNR
11
Brain MRI 100/15x Acceleration ADMM-Net
41.01PSNR
11
Brain MRI (test)
88.3AUC
11
Brain MRI
91.1Precision
10
Brain MRI
0.965Pixel AUROC
10
Brain MRI
43.16PSNR (dB)
10
Brain MRI
0.217Time (s)
9
Brain MRI
75.7IoU
9
Brain MRI 1000 samples (val)
88Sex Accuracy
8
Brain-MRI (Setting 1)
87.42Dice Score (B)
7
Brain MRI Δt ≥ 36 (test)
0.831SSIM
7
Brain MRI 24 ≤ Δt < 36 (test)
83.8SSIM
7
Brain MRI 12 ≤ Δt < 24 months (test)
84.37SSIM
7
Brain MRI 0 ≤ Δt < 12 (test)
0.898SSIM
7
Brain MRI
1.16KL Divergence
7
Brain MRI
97.3AUROC
7
Brain MRI
91.6AUROC (Image Level)
7
Brain-MRI
0.19RadFID
7
Brain MRI T1w, T2w, T2f → T1c
23.52PSNR
6
Brain MRI T1w, T2w → T2f
23.49PSNR
6
Brain MRI T1w → T2w
23.43PSNR
6
Brain MRI internal (val)
77.07Recall@1
6
Brain MRI
92.17Mean Dice (CSF)
6