MRI Reconstruction on fastMRI Brain 8x acceleration multi-coil
0.948SSIMUPMRI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UPMRITraining Supervision=Unsupervised, NFEs=202025.12 | 0.948 | 35.08 | — | |
| EquispacedReconstructor=E2E-VarNet2025.01 | 0.923 | 28.92 | 0.171 | |
| SUNOReconstructor=E2E-VarNet2025.01 | 0.922 | 29.51 | 0.162 | |
| DDNM+Training Supervision=Supervised, NFEs=1002025.12 | 0.92 | 35.24 | — | |
| SeqMRIReconstructor=E2E-VarNet2025.01 | 0.92 | 28.91 | 0.172 | |
| MoDLTraining Supervision=Supervised, NFEs=12025.12 | 0.916 | 32.32 | — | |
| PnP-FlowTraining Supervision=Supervised, NFEs=1002025.12 | 0.913 | 32.85 | — | |
| LOUPEReconstructor=E2E-VarNet2025.01 | 0.91 | 29.24 | 0.165 | |
| BASSReconstructor=E2E-VarNet2025.01 | 0.908 | 29.15 | 0.167 | |
| Uniform RandomReconstructor=E2E-VarNet2025.01 | 0.889 | 27.72 | 0.196 | |
| LFReconstructor=E2E-VarNet2025.01 | 0.881 | 27.03 | 0.216 | |
| VDPDReconstructor=E2E-VarNet2025.01 | 0.88 | 27.18 | 0.208 | |
| SUNOReconstructor=MoDL2025.01 | 0.871 | 28.16 | 0.191 | |
| W-SSDUTraining Supervision=Self-supervised, NFEs=12025.12 | 0.87 | 29.72 | — | |
| LOUPEReconstructor=MoDL2025.01 | 0.87 | 28.12 | 0.192 | |
| SUNOReconstructor=ZS-SSL2025.01 | 0.869 | 29.35 | 0.158 | |
| LOUPEReconstructor=ZS-SSL2025.01 | 0.864 | 28.94 | 0.166 | |
| BASSReconstructor=ZS-SSL2025.01 | 0.864 | 29.12 | 0.161 | |
| BASSReconstructor=MoDL2025.01 | 0.864 | 27.58 | 0.202 | |
| R-SSDUTraining Supervision=Self-supervised, NFEs=12025.12 | 0.856 | 29.27 | — | |
| OT-ODETraining Supervision=Supervised, NFEs=1002025.12 | 0.852 | 28.86 | — | |
| GTF2MTraining Supervision=Unsupervised, NFEs=202025.12 | 0.852 | 28.4 | — | |
| LFReconstructor=MoDL2025.01 | 0.843 | 26.17 | 0.239 | |
| SeqMRIReconstructor=ZS-SSL2025.01 | 0.841 | 27.98 | 0.171 | |
| VDPDReconstructor=ZS-SSL2025.01 | 0.84 | 25.59 | 0.247 | |
| VDPDReconstructor=MoDL2025.01 | 0.83 | 25.7 | 0.25 | |
| SeqMRIReconstructor=MoDL2025.01 | 0.828 | 27.34 | 0.204 | |
| Uniform RandomReconstructor=MoDL2025.01 | 0.827 | 25.57 | 0.252 | |
| EquispacedReconstructor=MoDL2025.01 | 0.823 | 25.38 | 0.257 | |
| Uniform RandomReconstructor=ZS-SSL2025.01 | 0.802 | 26.07 | 0.241 | |
| ENSURETraining Supervision=Unsupervised, NFEs=12025.12 | 0.8 | 27.12 | — | |
| SSDUTraining Supervision=Self-supervised, NFEs=12025.12 | 0.792 | 26.61 | — | |
| LFReconstructor=ZS-SSL2025.01 | 0.764 | 25.45 | 0.259 | |
| MOITraining Supervision=Unsupervised, NFEs=12025.12 | 0.747 | 25.16 | — | |
| EquispacedReconstructor=ZS-SSL2025.01 | 0.742 | 24.09 | 0.297 | |
| Zero-FilledTraining Supervision=None, NFEs=N/A2025.12 | 0.73 | 24.44 | — | |
| REITraining Supervision=Unsupervised, NFEs=12025.12 | 0.715 | 21.62 | — |