MRI Reconstruction on fastMRI Knee (ESC) x16 acceleration
32.14PSNROracle VQVAE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Oracle VQVAEModel=VQVAE2026.03 | 32.14 | 71.11 | 0.0362 | 2.65 | 0.07 | 4.57 | |
| LOUPEModel=U-Net2026.03 | 31.09 | 71.99 | 0.037 | 6.08 | 0.35 | 13.91 | |
| PUERTModel=ISTA-Unfold [22]2026.03 | 31.08 | 71.18 | 0.0372 | 6.43 | 0.37 | 14.75 | |
| RandomModel=U-Net2026.03 | 30.05 | 68.63 | 0.0463 | 5.49 | 0.3 | 17.03 | |
| AdaSenseModel=DDRM [13]2026.03 | 30.05 | 60.61 | 0.0512 | 4.78 | 0.24 | 14.29 | |
| Ada-selModel=VarNet×3 [17]2026.03 | 29.49 | 69.01 | 0.053 | 5.42 | 0.28 | 15.02 | |
| GEOModel=Transformer2026.03 | 28.61 | 59.83 | 0.0653 | 4.11 | 0.18 | 8.82 | |
| LESModel=Transformer2026.03 | 28.59 | 59.8 | 0.0655 | 4.12 | 0.18 | 8.82 |