3D MRI reconstruction on HR 3D MRI 380x294x138x24
96.49SSIMRecon3DCNN (e=24)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Recon3DCNN (e=24)Memory Saving=FP16+eDF, Parameters (K)=960, GPU (G)=15.2, Forward Time (S)=3.672023.01 | 96.49 | 41.1503 | |
| Recon3DCNN-1DConv (e=24)Memory Saving=FP16+eDF, Parameters (K)=386, GPU (G)=16.6, Forward Time (S)=5.512023.01 | 96.39 | 41.0473 | |
| Recon3DMLP (proposed)variant=e=6/8, Memory Saving=FP16+eDF, Parameters (K)=11264, GPU (G)=11.5, Forward Time (S)=3.382023.01 | 96.37 | 41.1953 | |
| Recon3DCNN (e=16)Memory Saving=FP16+eDF, Parameters (K)=433, GPU (G)=13.3, Forward Time (S)=3.22023.01 | 96.36 | 40.988 | |
| Recon3DMLPvariant=e=6/8, share, Memory Saving=FP16+eDF, Parameters (K)=1465, GPU (G)=11.5, Forward Time (S)=3.362023.01 | 96.27 | 41.1455 | |
| Recon3DCNN (e=12)Memory Saving=FP16+eDF, Parameters (K)=247, GPU (G)=11.6, Forward Time (S)=3.142023.01 | 96.23 | 40.8118 | |
| Recon3DMLPvariant=e=6/8, k=3, Memory Saving=FP16+eDF, Parameters (K)=115, GPU (G)=11.5, Forward Time (S)=3.372023.01 | 96.22 | 41.0627 | |
| Recon3DMLPvariant=e=6/8, LKconv, Memory Saving=FP16+eDF, Parameters (K)=157, GPU (G)=11.5, Forward Time (S)=4.552023.01 | 96.2 | 41.0741 | |
| Recon3DMLPvariant=e=6/8, no shift, Memory Saving=FP16+eDF, Parameters (K)=11264, GPU (G)=11.5, Forward Time (S)=3.362023.01 | 96.19 | 41.0853 | |
| Recon3DMLPvariant=e=6/8, SKconv, Memory Saving=FP16+eDF, Parameters (K)=72, GPU (G)=10.5, Forward Time (S)=4.382023.01 | 96.17 | 41.0456 | |
| Recon3DCNN-Rep (e=24)Memory Saving=FP16+eDF, Parameters (K)=995, GPU (G)=12.5, Forward Time (S)=3.682023.01 | 96.13 | 40.497 | |
| Recon3DCNN (e=6, conv=10)Memory Saving=FP16+eDF, Parameters (K)=130, GPU (G)=11.5, Forward Time (S)=4.262023.01 | 95.97 | 40.5042 | |
| Recon3DCNN-Depth Conv (e=24)Memory Saving=FP16+eDF, Parameters (K)=111, GPU (G)=17.2, Forward Time (S)=4.112023.01 | 95.94 | 40.4367 | |
| Recon3DCNN (e=6)Memory Saving=FP16, Parameters (K)=65, GPU (G)=35.5, Forward Time (S)=1.172023.01 | 95.81 | 40.279 | |
| Recon3DCNN (e=6)Memory Saving=eDF, Parameters (K)=65, GPU (G)=18.8, Forward Time (S)=3.492023.01 | 95.81 | 40.2795 | |
| Recon3DCNN (e=6)Memory Saving=FP16+eDF, Parameters (K)=65, GPU (G)=11.5, Forward Time (S)=3.042023.01 | 95.81 | 40.2785 | |
| Recon3DCNN-UNet (e=4)Memory Saving=FP16+eDF, Parameters (K)=7056, GPU (G)=10.6, Forward Time (S)=4.162023.01 | 95.65 | 40.4229 |