Sparse-view CBCT reconstruction on LUNA16 (test)
0.3Inference Time (s)FDK
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FDKResolution=256^3, Views=6, Batch size=12024.07 | 0.3 | — | — | 60.2 | |
| DIF-NetParam. (M)=31.1, Resolution=256^3, Views=6, Batch size=12024.07 | 1.1 | 4.9 | 5,447 | 4,409 | |
| FreeSeedParam. (M)=8.7, Resolution=256^3, Views=6, Batch size=12024.07 | 1.7 | 2.2 | 2,197 | 1,931 | |
| DIF-GaussianParam. (M)=31.7, Resolution=256^3, Views=6, Batch size=12024.07 | 1.8 | 5.3 | 5,957 | 5,031 | |
| FBPConvNetParam. (M)=34.6, Resolution=256^3, Views=6, Batch size=12024.07 | 3.7 | 2.6 | 2,821 | 2,169 | |
| PixelNeRFParam. (M)=24.7, Resolution=256^3, Views=6, Batch size=12024.07 | 40.4 | 10.3 | 4,963 | 9,693 | |
| SARTResolution=256^3, Views=6, Batch size=12024.07 | 62.3 | — | — | 327 | |
| NAFParam. (M)=14.3, Resolution=256^3, Views=6, Batch size=12024.07 | 433.1 | — | — | 2,933 | |
| NeRPParam. (M)=0.7, Resolution=256^3, Views=6, Batch size=12024.07 | 937.5 | — | — | 8,229 | |
| BBDMParam. (M)=237.1, Resolution=256^3, Views=6, Batch size=12024.07 | 2,176.5 | 11.7 | 10,345 | 6,481 |