Multi-coil MRI Reconstruction on CMRxRecon Cardiac T1 T2 Mapping 4x acceleration multi-coil
99.4SSIMUPMRI
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UPMRITraining Supervision=Unsupervised, NFEs=202025.12 | 99.4 | 52.39 | |
| MoDLTraining Supervision=Supervised, NFEs=12025.12 | 97.9 | 41.79 | |
| DDNM+Training Supervision=Supervised, NFEs=1002025.12 | 97.7 | 44.93 | |
| MOITraining Supervision=Unsupervised, NFEs=12025.12 | 97.1 | 40.13 | |
| PnP-FlowTraining Supervision=Supervised, NFEs=1002025.12 | 96.3 | 39.77 | |
| OT-ODETraining Supervision=Supervised, NFEs=1002025.12 | 92.2 | 35.65 | |
| ENSURETraining Supervision=Unsupervised, NFEs=12025.12 | 91.8 | 34.57 | |
| GTF2MTraining Supervision=Unsupervised, NFEs=202025.12 | 91.8 | 33.67 | |
| R-SSDUTraining Supervision=Self-supervised, NFEs=12025.12 | 91.2 | 33.93 | |
| SSDUTraining Supervision=Self-supervised, NFEs=12025.12 | 88.8 | 32.64 | |
| W-SSDUTraining Supervision=Self-supervised, NFEs=12025.12 | 87.2 | 32.11 | |
| Zero-FilledTraining Supervision=None, NFEs=N/A2025.12 | 76.9 | 27.01 | |
| REITraining Supervision=Unsupervised, NFEs=12025.12 | 73.6 | 23.65 |