Table 5.
Computation efficiency of different methods.
| Method | Trainable param. (M) | Training time (h) | Inference time (ms) |
|---|---|---|---|
| VarNet | 28.55 | 12.0 | 91.40 |
| MINet | 3.75 | 16.5 | 10.30 |
| MTrans | 187.0 | 16.4 | 7.13 |
| MCCA | 15.21 | 5.8 | 19.37 |
| DCAMSR | 43.32 | 17.7 | 67.56 |
|
| |||
| KV-Net | 10.54 | 13.7 | 17.76 |
| DudoRNet | 11.17 | 28.4 | 46.34 |
| DudoCAF | 86.47 | 42.6 | 96.32 |
|
| |||
| Ours | 40.40 | 20.0 | 79.66 |
| K-space LHFP | 19.50 | 3.8 | 21.59 |
| Image HAFNet | 20.90 | 16.2 | 58.07 |