Abdominal Organ Segmentation on Abdominal MRI to CT
91.44DSC (LIV)Supervised
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Supervised2025.11 | 91.44 | 89.95 | 88.32 | 84.83 | 88.64 | 0.22 | 0.47 | 0.59 | 0.9 | 0.54 | |
| Supervised2026.03 | 90.59 | 93.78 | 91.82 | 92.43 | 92.16 | 2.45 | 1.16 | 0.96 | 1.85 | 1.61 | |
| SLAugTraining Domain=MRI, Testing Domain=CT2026.04 | 89.26 | 80.98 | 82.05 | 79.93 | 83.05 | — | — | — | — | — | |
| TCSA-UDAadaptation=Unsupervised Domain Adaptation2025.11 | 88.43 | 83.72 | 80.35 | 81.15 | 83.41 | 0.52 | 0.64 | 0.79 | 0.88 | 0.71 | |
| SHAPE2026.03 | 88.26 | 86.99 | 83.37 | 91.28 | 87.48 | 3.84 | 2.53 | 3.41 | 1.98 | 2.94 | |
| SIFAadaptation=Unsupervised Domain Adaptation2025.11 | 87.84 | 80.92 | 78.58 | 78.75 | 81.52 | 0.57 | 0.74 | 1.14 | 1.3 | 0.94 | |
| AdvBiasTraining Domain=MRI, Testing Domain=CT2026.04 | 87.63 | 52.48 | 68.28 | 50.95 | 64.84 | — | — | — | — | — | |
| FGML-DGTraining Domain=MRI, Testing Domain=CT2026.04 | 87.21 | 78.24 | 79.32 | 78.29 | 80.77 | — | — | — | — | — | |
| CutoutTraining Domain=MRI, Testing Domain=CT2026.04 | 86.99 | 63.66 | 73.74 | 57.6 | 70.5 | — | — | — | — | — | |
| MixStyleTraining Domain=MRI, Testing Domain=CT2026.04 | 86.66 | 48.26 | 65.2 | 55.68 | 63.95 | — | — | — | — | — | |
| DDFP2026.03 | 86.4 | 87.66 | 88.05 | 78.55 | 85.17 | 3.24 | 2.15 | 3.57 | 3.6 | 3.14 | |
| SECASAadaptation=Unsupervised Domain Adaptation2025.11 | 85.93 | 77.07 | 73.95 | 75.52 | 78.62 | 0.82 | 1.09 | 1.69 | 1.51 | 1.27 | |
| CSDGTraining Domain=MRI, Testing Domain=CT2026.04 | 85.62 | 80.02 | 80.42 | 75.56 | 80.4 | — | — | — | — | — | |
| Adaoutputadaptation=Unsupervised Domain Adaptation2025.11 | 85.33 | 77.27 | 74.3 | 77.41 | 78.57 | 0.86 | 1.23 | 1.65 | 0.94 | 1.17 | |
| IPLC+2026.03 | 85.29 | 88.63 | 85.12 | 83.79 | 85.71 | 6.56 | 2.89 | 6.57 | 4.56 | 5.15 | |
| AdvEntadaptation=Unsupervised Domain Adaptation2025.11 | 85.25 | 77.22 | 74.67 | 76.82 | 78.5 | 0.87 | 1.11 | 1.71 | 1.03 | 1.18 | |
| GenericSSL2026.03 | 84.98 | 84.08 | 84.37 | 84.92 | 84.59 | 10.38 | 7.78 | 5.76 | 6.32 | 7.56 | |
| IPLC2026.03 | 84.68 | 88.18 | 84.56 | 84.52 | 85.49 | 10.61 | 7.27 | 6.74 | 5.98 | 7.65 | |
| UPL-SFDA2026.03 | 84.21 | 86.34 | 87.58 | 82.13 | 85.07 | 18.82 | 4.75 | 2.51 | 9.25 | 8.83 | |
| RandConvTraining Domain=MRI, Testing Domain=CT2026.04 | 84.14 | 76.81 | 77.99 | 67.32 | 76.56 | — | — | — | — | — | |
| SIFA2026.03 | 83.64 | 86.67 | 83.21 | 79.88 | 83.35 | 6.41 | 5.47 | 4.39 | 8.35 | 6.16 | |
| SASAN2026.03 | 82.13 | 83.76 | 85.99 | 80.51 | 83.1 | 19.88 | 8.56 | 2.83 | 8.34 | 9.9 | |
| CycleGAN2026.03 | 81.94 | 83.12 | 81.38 | 80.88 | 81.83 | 12.63 | 8.51 | 5.19 | 16.06 | 10.6 | |
| ADVENT2026.03 | 81.11 | 82.7 | 83.34 | 81.17 | 82.08 | 11.01 | 7.05 | 4.84 | 10.02 | 8.23 | |
| AdaptSegNet2026.03 | 80.07 | 84.45 | 82.17 | 83.03 | 82.43 | 9.97 | 5.68 | 6.19 | 19.22 | 10.27 | |
| W/o adaptation2026.03 | 39.36 | 26.14 | 42.46 | 52.36 | 40.08 | 32.16 | 18.11 | 25.31 | 35.26 | 27.71 |