Image Registration on DirLab COPDGene
0.83Mean TRERRN
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RRNlung masking=false2021.06 | 0.83 | 0.8 | 1.21 | 0.93 | 0.84 | 0.8 | 0.6 | 0.76 | 0.73 | 0.7 | 0.88 | 0.15 | |
| pTVlung masking=false2021.06 | 0.96 | 0.77 | 2.22 | 0.82 | 0.85 | 0.77 | 0.86 | 0.74 | 0.81 | 0.83 | 0.92 | 0.4 | |
| MRFlung masking=true2021.06 | 1.08 | 1 | 1.62 | 1 | 1.08 | 0.96 | 1.01 | 1.05 | 1.08 | 0.79 | 1.18 | 0.2 | |
| MILOlung masking=true2021.06 | 1.13 | 0.93 | 1.77 | 0.99 | 1.14 | 1.02 | 0.99 | 1.03 | 1.31 | 0.86 | 1.23 | 0.24 | |
| LMPlung masking=true2021.06 | 1.38 | 1.21 | 1.97 | 1.06 | 1.64 | 1.46 | 1.34 | 1.16 | 1.54 | 0.99 | 1.39 | 0.27 | |
| SGM3Dlung masking=true2021.06 | 1.48 | 1.22 | 2.48 | 1.01 | 2.42 | 1.93 | 1.45 | 1.05 | 1.16 | 0.81 | 1.28 | 0.54 | |
| NLRlung masking=true2021.06 | 1.49 | 1.33 | 2.34 | 1.12 | 1.54 | 1.39 | 2.08 | 1.1 | 1.57 | 0.99 | 1.42 | 0.39 | |
| Mean Teacher adaptation (ours) + Adamadaptation_method=self-ensembling, optimization=Adam instance optimization2022.07 | 1.93 | — | — | — | — | — | — | — | — | — | — | — | |
| Mean Teacher adaptation (ours)adaptation_method=self-ensembling2022.07 | 2.01 | — | — | — | — | — | — | — | — | — | — | — | |
| target-only baselinetraining_data=target2022.07 | 2.26 | — | — | — | — | — | — | — | — | — | — | — | |
| VM++training_data=target2022.07 | 2.46 | — | — | — | — | — | — | — | — | — | — | — | |
| VM++training_data=source2022.07 | 3.55 | — | — | — | — | — | — | — | — | — | — | — | |
| source-only baselinetraining_data=source2022.07 | 4.02 | — | — | — | — | — | — | — | — | — | — | — | |
| initialadaptation=none2022.07 | 11.99 | — | — | — | — | — | — | — | — | — | — | — | |
| W/o reg.registration=none2021.06 | 23.46 | 25.9 | 21.77 | 12.29 | 30.9 | 30.9 | 28.32 | 21.66 | 25.57 | 14.84 | 22.48 | 5.65 |