CT Image Reconstruction on Mayo Clinic dataset
35.69PSNR (dB)LPD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LPDmethod_type=Supervised, # param.=1138720, reconstruction time (ms)=279.8 ± 12.82021.06 | 35.69 | 91 | |
| UAR with refinementmethod_type=Unsupervised, lambda=0.1, lambda_prime=0.1, reconstruction time (ms)=5863.3 ± 106.12021.06 | 34.77 | 90 | |
| U-Netmethod_type=Supervised, # param.=7215233, reconstruction time (ms)=44.4 ± 12.52021.06 | 34.5 | 90 | |
| UARmethod_type=Unsupervised, lambda=0.1, # param.=20477186, reconstruction time (ms)=252.7 ± 13.32021.06 | 34.35 | 88 | |
| ARmethod_type=Unsupervised, # param.=19338465, reconstruction time (ms)=22567.1 ± 309.72021.06 | 33.84 | 86 | |
| UARmethod_type=Unsupervised, lambda=1, # param.=20477186, reconstruction time (ms)=252.7 ± 13.32021.06 | 33.27 | 87 | |
| ACRmethod_type=Unsupervised, # param.=606610, reconstruction time (ms)=109952.4 ± 497.82021.06 | 31.55 | 85 | |
| TV# param.=1, reconstruction time (ms)=28371.4 ± 1281.52021.06 | 30.31 | 78 | |
| UARmethod_type=Unsupervised, lambda=0.01, # param.=20477186, reconstruction time (ms)=252.7 ± 13.32021.06 | 25.25 | 37 | |
| UARmethod_type=Unsupervised, lambda=0.001, # param.=20477186, reconstruction time (ms)=252.7 ± 13.32021.06 | 21.59 | 22 | |
| FBP# param.=1, reconstruction time (ms)=37.0 ± 4.62021.06 | 21.28 | 20 |