MRI Reconstruction on fastMRI Brain (ESC) x16 acceleration
29.48PSNROracle VQVAE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Oracle VQVAEModel=VQVAE2026.03 | 29.48 | 73.1 | 2.51 | 2.22 | 0.08 | 4.28 | |
| LOUPEModel=U-Net2026.03 | 28.13 | 74.6 | 3.32 | 4.93 | 0.3 | 10.39 | |
| PUERTModel=ISTA-Unfold [22]2026.03 | 27.69 | 72.91 | 3.69 | 5.18 | 0.31 | 11.53 | |
| Ada-selModel=VarNet×3 [17]2026.03 | 26.8 | 71.44 | 4.57 | 4.51 | 0.26 | 11.55 | |
| RandomModel=U-Net2026.03 | 25.96 | 67.48 | 5.56 | 4.61 | 0.27 | 13.44 | |
| GEOModel=Transformer2026.03 | 24.75 | 59.52 | 7.31 | 3.48 | 0.16 | 8.26 | |
| LESModel=Transformer2026.03 | 24.59 | 59.04 | 7.59 | 3.5 | 0.16 | 8.37 |