Abdominal Organ Segmentation on Abdominal CT to MRI
91.06DSC (Liver)Supervised
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SupervisedDirection=CT → MRI2025.11 | 91.06 | 87.79 | 87.22 | 85.6 | 87.92 | 0.31 | 0.25 | 1.7 | 1.42 | 0.92 | |
| SIFADirection=CT → MRI2025.11 | 90.48 | 87.77 | 75.57 | 71.67 | 81.37 | 0.39 | 0.42 | 1.69 | 1.75 | 1.06 | |
| TCSA-UDADirection=CT → MRI2025.11 | 90.31 | 89.32 | 75.52 | 77.3 | 83.11 | 0.41 | 0.4 | 1.71 | 1.72 | 1.06 | |
| SLAugTraining Domain=CT, Testing Domain=MRI2026.04 | 90.08 | 89.23 | 87.54 | 87.67 | 88.63 | — | — | — | — | — | |
| SECASADirection=CT → MRI2025.11 | 89.95 | 82.55 | 73.17 | 69.7 | 78.84 | 0.53 | 0.68 | 1.87 | 2.43 | 1.38 | |
| AdvEntDirection=CT → MRI2025.11 | 89.57 | 82.4 | 68.55 | 57.62 | 74.54 | 0.5 | 0.65 | 1.92 | 2.68 | 1.44 | |
| AdaOutputDirection=CT → MRI2025.11 | 89.55 | 79.42 | 68.53 | 58.25 | 73.94 | 0.54 | 0.9 | 1.77 | 2.62 | 1.46 | |
| Supervised2026.03 | 89.51 | 90.35 | 89.26 | 91.63 | 90.19 | 2.18 | 1.83 | 1.16 | 2.24 | 1.85 | |
| SHAPE2026.03 | 86.83 | 88.86 | 88.3 | 83.58 | 86.89 | 3.69 | 2.14 | 1.86 | 3.55 | 2.81 | |
| CSDGTraining Domain=CT, Testing Domain=MRI2026.04 | 86.62 | 87.48 | 86.88 | 84.27 | 86.31 | — | — | — | — | — | |
| UPL-SFDA2026.03 | 84.39 | 86.65 | 78.44 | 90.76 | 85.06 | 6.61 | 11.57 | 9.92 | 6.19 | 8.57 | |
| CycleGAN2026.03 | 84.31 | 84.37 | 79.48 | 81.06 | 82.31 | 6.38 | 4.78 | 10.55 | 15.7 | 9.35 | |
| SIFA2026.03 | 83.65 | 86.79 | 77.19 | 89.03 | 84.17 | 18.77 | 13.86 | 5.23 | 4.26 | 10.53 | |
| SASAN2026.03 | 82.75 | 85.26 | 78.92 | 90.36 | 84.32 | 6.5 | 14.52 | 7.09 | 3.44 | 7.89 | |
| DDFP2026.03 | 82.49 | 86.43 | 87.15 | 89.01 | 86.27 | 11.57 | 2.96 | 2.76 | 3.39 | 5.17 | |
| GenericSSL2026.03 | 82.43 | 86.88 | 80.52 | 89.79 | 84.91 | 8.15 | 9.11 | 6.78 | 2.79 | 6.71 | |
| AdaptSegNet2026.03 | 82.34 | 86.55 | 75.92 | 90 | 83.7 | 7.94 | 10.15 | 7.29 | 4.4 | 7.45 | |
| IPLC2026.03 | 82.3 | 88.11 | 81.31 | 87.64 | 84.84 | 11.72 | 3.06 | 6.19 | 3.78 | 6.19 | |
| FGML-DGTraining Domain=CT, Testing Domain=MRI2026.04 | 82.24 | 86.43 | 86.86 | 83.21 | 84.69 | — | — | — | — | — | |
| IPLC+2026.03 | 80.8 | 88.3 | 85.71 | 85.41 | 85.06 | 13.68 | 2.41 | 2.9 | 3.33 | 5.58 | |
| CutoutTraining Domain=CT, Testing Domain=MRI2026.04 | 79.8 | 82.32 | 82.14 | 76.24 | 80.12 | — | — | — | — | — | |
| ADVENT2026.03 | 79.64 | 81.49 | 75.77 | 81.15 | 79.51 | 10.28 | 7.05 | 9.96 | 19.68 | 11.74 | |
| AdvBiasTraining Domain=CT, Testing Domain=MRI2026.04 | 78.54 | 81.7 | 80.69 | 79.73 | 80.17 | — | — | — | — | — | |
| MixStyleTraining Domain=CT, Testing Domain=MRI2026.04 | 77.63 | 78.41 | 78.03 | 77.12 | 77.8 | — | — | — | — | — | |
| RandConvTraining Domain=CT, Testing Domain=MRI2026.04 | 73.63 | 79.69 | 85.89 | 83.43 | 80.66 | — | — | — | — | — | |
| W/o adaptation2026.03 | 35.14 | 48.26 | 33.51 | 49.25 | 41.54 | 31.51 | 22.62 | 13.16 | 34.63 | 25.48 |