Cardiac Segmentation on Public Cardiac CT to MRI
93.3AA ScoreMAPSeg
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MAPSeg2023.03 | 93.3 | 87.3 | 89.1 | 78.9 | 87.1 | — | — | — | — | — | |
| Supervised2026.03 | 91.28 | 92.49 | 95.56 | 94.16 | 93.37 | 2.16 | 2.43 | 2.56 | 1.3 | 2.11 | |
| MA-UDA2023.03 | 90.8 | 88.7 | 77.6 | 67.4 | 81.1 | — | — | — | — | — | |
| MPSCL2023.03 | 90.3 | 87.1 | 86.5 | 72.5 | 84.1 | — | — | — | — | — | |
| FSUDA-V22023.03 | 88.2 | 88.9 | 85.2 | 82.2 | 86.1 | — | — | — | — | — | |
| PUFT2023.03 | 88.1 | 88.5 | 87.5 | 74.1 | 84.6 | — | — | — | — | — | |
| SDUDA2023.03 | 87.9 | 88.1 | 88.4 | 78.7 | 85.8 | — | — | — | — | — | |
| IPLC2026.03 | 87.63 | 78.21 | 86.11 | 71.68 | 80.91 | 5.65 | 7.55 | 3.96 | 8.31 | 6.37 | |
| FSUDA-V12023.03 | 86.4 | 86.9 | 84.8 | 81.8 | 85 | — | — | — | — | — | |
| DAFormer2023.03 | 85.5 | 88.2 | 74.5 | 60.2 | 77.1 | — | — | — | — | — | |
| UPL-SFDA2026.03 | 85.41 | 74.78 | 85.09 | 71.44 | 79.18 | 8.01 | 7.74 | 7.6 | 10.44 | 8.45 | |
| SE-ASA2023.03 | 83.8 | 85.2 | 82.9 | 71.7 | 80.9 | — | — | — | — | — | |
| SIFA2026.03 | 82.72 | 75.21 | 75.41 | 65.17 | 74.63 | 12.13 | 8.66 | 9.21 | 10.88 | 10.22 | |
| SASAN2026.03 | 82.22 | 75.78 | 79.26 | 68.44 | 76.43 | 13.12 | 10.75 | 10.43 | 11.12 | 11.36 | |
| Supervised2026.03 | 82.22 | 83.21 | 90.46 | 81.74 | 84.41 | 2.23 | 2.29 | 2.73 | 2.35 | 2.4 | |
| GenericSSL2026.03 | 82.02 | 77.18 | 84.28 | 67.65 | 77.78 | 3.23 | 8.72 | 6.14 | 8.45 | 6.64 | |
| SIFA-V22023.03 | 81.3 | 79.5 | 73.8 | 61.6 | 74.1 | — | — | — | — | — | |
| SIFA-V12023.03 | 81.1 | 76.4 | 75.7 | 58.7 | 73 | — | — | — | — | — | |
| SHAPE2026.03 | 79.58 | 92.18 | 94.53 | 94.03 | 90.08 | 2.73 | 3.26 | 2.72 | 1.76 | 2.62 | |
| MAPSegtarget labels used for validation=true2023.03 | 78.5 | 81.8 | 92.1 | 68.8 | 80.3 | — | — | — | — | — | |
| MAPSegtarget labels used for validation=false2023.03 | 78.2 | 81.8 | 92.9 | 72 | 81.2 | — | — | — | — | — | |
| DAFormer2023.03 | 75.2 | 59.4 | 72 | 57.1 | 65.9 | — | — | — | — | — | |
| PnP-AdaNet2023.03 | 74 | 68.9 | 61.9 | 50.8 | 63.9 | — | — | — | — | — | |
| ADVENT2026.03 | 73.77 | 68.46 | 61.03 | 57.21 | 65.12 | 17.31 | 16.96 | 18.88 | 15.83 | 17.25 | |
| SDUDA2023.03 | 72.8 | 79.3 | 82.3 | 64.7 | 74.8 | — | — | — | — | — | |
| FSUDA-V22023.03 | 72.5 | 78.6 | 82.6 | 68.4 | 75.5 | — | — | — | — | — | |
| DDFP2026.03 | 72.03 | 85.3 | 89.64 | 90.86 | 84.46 | 4.52 | 3.88 | 3.02 | 3.72 | 3.79 | |
| MA-UDA2023.03 | 71 | 67.4 | 77.5 | 57.1 | 68.7 | — | — | — | — | — | |
| SHAPE2026.03 | 70.25 | 79.11 | 86.08 | 78.59 | 78.51 | 4.48 | 5.11 | 3.97 | 5.26 | 4.7 | |
| PUFT2023.03 | 69.3 | 77.4 | 83 | 63.6 | 73.3 | — | — | — | — | — | |
| SE-ASA2023.03 | 68.3 | 74.6 | 81 | 55.9 | 69.9 | — | — | — | — | — | |
| W/o adaptation2026.03 | 68.29 | 61.41 | 18.24 | 35.71 | 45.91 | 50.21 | 22.14 | 52.16 | 27.56 | 38.02 | |
| AdaptSegNet2026.03 | 67.8 | 69.35 | 60.97 | 53.38 | 62.88 | 30.02 | 10.81 | 14.51 | 13.06 | 17.1 | |
| UPL-SFDA2026.03 | 67.71 | 75.18 | 80.59 | 72.77 | 74.06 | 13.95 | 9.94 | 7.57 | 7.27 | 9.68 | |
| IPLC2026.03 | 67.55 | 75.98 | 88.94 | 71.81 | 76.07 | 11.48 | 11.61 | 5.14 | 7.52 | 8.94 | |
| SIFA-V12023.03 | 67 | 60.7 | 75.1 | 45.8 | 62.1 | — | — | — | — | — | |
| DDFP2026.03 | 66.26 | 76.04 | 88.55 | 70.64 | 75.37 | 7.72 | 10.33 | 3.31 | 12.94 | 8.58 | |
| SIFA-V22023.03 | 65.3 | 62.3 | 78.9 | 47.3 | 63.4 | — | — | — | — | — | |
| IPLC+2026.03 | 65.09 | 77.56 | 88.95 | 74.33 | 76.48 | 4.69 | 8.48 | 2.88 | 5.44 | 5.37 | |
| IPLC+2026.03 | 63.69 | 86.15 | 86.71 | 89.17 | 81.43 | 4.21 | 4.14 | 3.34 | 3.95 | 3.91 | |
| GenericSSL2026.03 | 63.35 | 72.77 | 84.04 | 72.38 | 73.14 | 16.06 | 11.14 | 5.96 | 7.33 | 10.12 | |
| CycleGAN2026.03 | 63.29 | 72.5 | 45.98 | 50.73 | 58.13 | 40.21 | 15.32 | 14.85 | 14.74 | 21.28 | |
| MPSCL2023.03 | 62.8 | 76.1 | 80.5 | 55.1 | 68.6 | — | — | — | — | — | |
| FSUDA-V12023.03 | 62.4 | 72.1 | 81.2 | 66.5 | 70.6 | — | — | — | — | — | |
| SASAN2026.03 | 60.46 | 72.82 | 79.48 | 69.49 | 70.56 | 16.72 | 10.07 | 7.02 | 10.97 | 11.2 | |
| SIFA2026.03 | 55.47 | 66.43 | 72.52 | 60.69 | 63.78 | 15.86 | 12.42 | 13.39 | 13.67 | 13.84 | |
| AdaptSegNet2026.03 | 47.68 | 62.45 | 73.91 | 61.64 | 61.42 | 20.84 | 13.34 | 11.32 | 16.46 | 15.49 | |
| PnP-AdaNet2023.03 | 43.7 | 47 | 77.7 | 48.6 | 54.3 | — | — | — | — | — | |
| W/o adaptation2026.03 | 36.56 | 46.49 | 49.23 | 15.35 | 36.91 | 35.46 | 15.9 | 16.54 | 24.32 | 23.06 | |
| ADVENT2026.03 | 35.01 | 64.03 | 58.71 | 52.8 | 52.64 | 33.65 | 16.38 | 22.31 | 24.02 | 24.09 | |
| CycleGAN2026.03 | 34.57 | 65.08 | 75.13 | 59.57 | 58.59 | 21.24 | 13.27 | 7.25 | 15.51 | 14.32 |