Multi-coil MRI Reconstruction on fastMRI Brain multi-coil 4x acceleration
98.3SSIMUPMRI
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UPMRITraining Supervision=Unsupervised, NFEs=202025.12 | 98.3 | 42.19 | — | |
| LOUPEReconstructor=E2E-VarNet2025.01 | 97.8 | 33.4 | 0.104 | |
| SUNOReconstructor=E2E-VarNet2025.01 | 97.8 | 33.51 | 0.102 | |
| SeqMRIReconstructor=E2E-VarNet2025.01 | 97.3 | 33.01 | 0.109 | |
| MoDLTraining Supervision=Supervised, NFEs=12025.12 | 97 | 39.71 | — | |
| Uniform RandomReconstructor=E2E-VarNet2025.01 | 97 | 32.37 | 0.116 | |
| EquispacedReconstructor=E2E-VarNet2025.01 | 97 | 32.2 | 0.118 | |
| LFReconstructor=E2E-VarNet2025.01 | 96.4 | 30.74 | 0.144 | |
| SUNOReconstructor=MoDL2025.01 | 96.2 | 32.54 | 0.117 | |
| BASSReconstructor=E2E-VarNet2025.01 | 95.8 | 33.35 | 0.115 | |
| SeqMRIReconstructor=MoDL2025.01 | 95.8 | 31.87 | 0.122 | |
| LFReconstructor=MoDL2025.01 | 95.6 | 30.22 | 0.154 | |
| PnP-FlowTraining Supervision=Supervised, NFEs=1002025.12 | 95.1 | 37.92 | — | |
| VDPDReconstructor=E2E-VarNet2025.01 | 94.6 | 32.58 | 0.11 | |
| R-SSDUTraining Supervision=Self-supervised, NFEs=12025.12 | 94.1 | 36.23 | — | |
| EquispacedReconstructor=MoDL2025.01 | 94.1 | 29.93 | 0.156 | |
| W-SSDUTraining Supervision=Self-supervised, NFEs=12025.12 | 93.9 | 36.09 | — | |
| DDNM+Training Supervision=Supervised, NFEs=1002025.12 | 93.8 | 40 | — | |
| Uniform RandomReconstructor=MoDL2025.01 | 93.8 | 29.28 | 0.175 | |
| LOUPEReconstructor=MoDL2025.01 | 93.1 | 32.38 | 0.119 | |
| BASSReconstructor=MoDL2025.01 | 92.1 | 31.92 | 0.124 | |
| GTF2MTraining Supervision=Unsupervised, NFEs=202025.12 | 91.6 | 33.99 | — | |
| OT-ODETraining Supervision=Supervised, NFEs=1002025.12 | 90.7 | 33.95 | — | |
| SUNOReconstructor=ZS-SSL2025.01 | 90.3 | 32.83 | 0.111 | |
| LOUPEReconstructor=ZS-SSL2025.01 | 90 | 32.61 | 0.114 | |
| ENSURETraining Supervision=Unsupervised, NFEs=12025.12 | 89.9 | 32.75 | — | |
| SeqMRIReconstructor=ZS-SSL2025.01 | 89.7 | 32.22 | 0.118 | |
| VDPDReconstructor=ZS-SSL2025.01 | 89.6 | 32.02 | 0.123 | |
| VDPDReconstructor=MoDL2025.01 | 89.6 | 29.77 | 0.158 | |
| BASSReconstructor=ZS-SSL2025.01 | 89.2 | 32.18 | 0.119 | |
| EquispacedReconstructor=ZS-SSL2025.01 | 89.1 | 32.13 | 0.12 | |
| Uniform RandomReconstructor=ZS-SSL2025.01 | 87.3 | 31.83 | 0.124 | |
| MOITraining Supervision=Unsupervised, NFEs=12025.12 | 86.9 | 30.97 | — | |
| LFReconstructor=ZS-SSL2025.01 | 85.4 | 29.14 | 0.173 | |
| SSDUTraining Supervision=Self-supervised, NFEs=12025.12 | 83.1 | 28.13 | — | |
| Zero-FilledTraining Supervision=None, NFEs=N/A2025.12 | 81.5 | 28.28 | — | |
| REITraining Supervision=Unsupervised, NFEs=12025.12 | 68.3 | 21.59 | — |