MR Denoising on IXI (test)
36.16PSNRRelativeFlow
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RelativeFlowType=SimSGL, Category=MID, Backbone=2D Guided U-Net, Inference Steps=32026.04 | 36.16 | 93.21 | 1.49 | 3.01 | |
| RelativeFlowType=SimSGL, Category=Medical Image Denoising (MID), Inference steps=32026.04 | 36.16 | 93.21 | 1.49 | 3.01 | |
| Flow MatchingType=SimSGL, Category=NID, Backbone=2D Guided U-Net, Inference Steps=32026.04 | 35.18 | 85.42 | 1.81 | 3.49 | |
| Flow MatchingType=SimSGL, Category=Natural Image Denoising (NID), Inference steps=32026.04 | 35.18 | 85.42 | 1.81 | 3.49 | |
| SwinIRType=SimSDL, Category=NID, Backbone=2D U-Net2026.04 | 34.35 | 92.38 | 1.55 | 3.68 | |
| SwinIRType=SimSDL, Category=Natural Image Denoising (NID)2026.04 | 34.35 | 92.38 | 1.55 | 3.68 | |
| CNN-DMRIType=SimSDL, Category=MID, Backbone=Specific architectural contribution2026.04 | 32.03 | 80.21 | 1.69 | 4.91 | |
| CNN-DMRIType=SimSDL, Category=Medical Image Denoising (MID)2026.04 | 32.03 | 80.21 | 1.69 | 4.91 | |
| R2D2+Type=SimSGL, Category=MID, Backbone=2D Guided U-Net, Inference Steps=32026.04 | 31.96 | 71.45 | 2.57 | 4.46 | |
| R2D2+Type=SimSGL, Category=Medical Image Denoising (MID), Inference steps=32026.04 | 31.96 | 71.45 | 2.57 | 4.46 | |
| Noise2SelfType=SSL, Category=NID, Backbone=2D U-Net2026.04 | 30.48 | 88.72 | 3.45 | 3.82 | |
| Noise2SelfType=SSL, Category=Natural Image Denoising (NID)2026.04 | 30.48 | 88.72 | 3.45 | 3.82 | |
| DDIMType=SimSGL, Category=NID, Backbone=2D Guided U-Net, Inference Steps=32026.04 | 29.52 | 70.05 | 4.53 | 5.85 | |
| DDIMType=SimSGL, Category=Natural Image Denoising (NID), Inference steps=32026.04 | 29.52 | 70.05 | 4.53 | 5.85 | |
| Deformed2SelfType=SSL, Category=MID, Backbone=2D U-Net2026.04 | 27.28 | 79.91 | 5.29 | 5.51 | |
| Deformed2SelfType=SSL, Category=Medical Image Denoising (MID)2026.04 | 27.28 | 79.91 | 5.29 | 5.51 |