Medical Image Segmentation on Abd-MRI
92.99Dice (LK)Ours - Static Memory
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Ours - Static MemorySupervision level=100%2026.03 | 92.99 | 94.1 | 88.59 | 90.21 | — | 3.76 | 2.32 | 1.95 | 3.4 | |
| Ours - Static Memory - FLSupervision level=100%, Training protocol=Federated Learning2026.03 | 92.08 | 93.14 | 90.27 | 91.71 | — | 3.2 | 1.25 | 2.6 | 2.93 | |
| nnUNetSupervision level=100%2026.03 | 89.15 | 84.91 | 82.82 | 89.26 | — | 14.57 | 15.73 | 11.36 | 10.76 | |
| nnUNetSupervision level=30%2026.03 | 87.69 | 86.2 | 81.5 | 87.41 | — | 7.58 | 5.72 | 17.23 | 5.59 | |
| MedSAM2Supervision level=100%2026.03 | 85.42 | 87.49 | 77.45 | 88.65 | — | 23.05 | 18.9 | 37.08 | 15.62 | |
| FoB + SAMSetting=I2026.03 | 84.76 | 88.18 | 79.31 | 85.61 | 84.46 | — | — | — | — | |
| Ours - Static MemorySupervision level=30%2026.03 | 84.32 | 86.63 | 65.78 | 84.55 | — | 5.32 | 2.74 | 6.56 | 8.37 | |
| AM-SAMSetting=I2026.03 | 84.17 | 84.95 | 80.36 | 76.12 | 81.4 | — | — | — | — | |
| GMRDSetting=I2026.03 | 83.96 | 90.12 | 76.09 | 81.42 | 82.9 | — | — | — | — | |
| FoB + S-2DSetting=I2026.03 | 83.58 | 89.45 | 79.82 | 77.09 | 82.49 | — | — | — | — | |
| ProtoSAMSetting=I2026.03 | 82.75 | 82.36 | 77.98 | 83.14 | 81.56 | — | — | — | — | |
| ALPNetSetting=I2026.03 | 81.92 | 85.18 | 72.18 | 76.1 | 78.84 | — | — | — | — | |
| PGRNetSetting=I2026.03 | 81.44 | 87.44 | 81.72 | 83.27 | 83.47 | — | — | — | — | |
| RPTSetting=I2026.03 | 80.72 | 89.82 | 76.37 | 82.86 | 82.44 | — | — | — | — | |
| GMRDSetting=II2026.03 | 78.65 | 86.66 | 73.25 | 80.25 | 79.7 | — | — | — | — | |
| RPTSetting=II2026.03 | 78.33 | 86.01 | 75.46 | 76.37 | 79.04 | — | — | — | — | |
| FoB + SAMSetting=II2026.03 | 78.21 | 87.91 | 73.3 | 82.43 | 80.46 | — | — | — | — | |
| nnUNetSupervision level=10%2026.03 | 76.83 | 78.19 | 68.35 | 84.2 | — | 32.82 | 36.02 | 48.09 | 28.09 | |
| UNetSupervision level=100%2026.03 | 76.67 | 71.37 | 67.91 | 87.35 | — | 43.42 | 90.12 | 35.03 | 13.37 | |
| FoB + S-2DSetting=II2026.03 | 75.46 | 87.07 | 75.32 | 75.32 | 78.29 | — | — | — | — | |
| SwinUNETRSupervision level=100%2026.03 | 75.34 | 80.98 | 72.32 | 83.15 | — | 94.75 | 124.78 | 111.6 | 54.21 | |
| CAT-NetSetting=II2023.03 | 75.31 | 83.23 | 67.31 | 75.02 | 75.22 | — | — | — | — | |
| Q-NetSetting=I2023.03 | 74.05 | 77.52 | 67.43 | 78.71 | 74.43 | — | — | — | — | |
| CAT-NetSetting=I2023.03 | 74.01 | 78.9 | 68.83 | 78.98 | 75.18 | — | — | — | — | |
| Q-NetSetting=II2023.03 | 73.96 | 81.07 | 65.39 | 72.36 | 73.2 | — | — | — | — | |
| ALP-NetSetting=I2023.03 | 73.63 | 78.39 | 67.02 | 73.05 | 73.02 | — | — | — | — | |
| ALPNetSetting=II2026.03 | 73.63 | 78.39 | 67.02 | 73.05 | 73.02 | — | — | — | — | |
| AD-NetSetting=II2023.03 | 72.26 | 76.57 | 67.89 | 73.96 | 72.67 | — | — | — | — | |
| AD-NetSetting=I2023.03 | 71.89 | 76.02 | 65.84 | 76.03 | 72.7 | — | — | — | — | |
| ProtoSAMSetting=II2026.03 | 71.46 | 81.43 | 76.51 | 81.94 | 77.83 | — | — | — | — | |
| AM-SAMSetting=II2026.03 | 70.28 | 81.46 | 70.8 | 79.7 | 75.56 | — | — | — | — | |
| ALP-NetSetting=II2023.03 | 70.17 | 77.05 | 67.71 | 72.45 | 71.85 | — | — | — | — | |
| Ours - Static MemorySupervision level=10%2026.03 | 66.29 | 80.1 | 56.18 | 65.34 | — | 10.69 | 5.21 | 11.17 | 15.05 | |
| SE-NetSetting=I2023.03 | 62.11 | 61.32 | 51.8 | 27.43 | 50.66 | — | — | — | — | |
| MedSAM2Supervision level=10%2026.03 | 58.96 | 70.25 | 62.21 | 78.53 | — | 76.46 | 59.99 | 81.03 | 38.85 | |
| UNetSupervision level=30%2026.03 | 58.33 | 61.06 | 53.1 | 74.1 | — | 58.94 | 100.93 | 59.73 | 26.05 | |
| PA-NetSetting=I2023.03 | 47.71 | 47.95 | 58.73 | 64.99 | 54.85 | — | — | — | — | |
| UNetSupervision level=10%2026.03 | 47.59 | 50.74 | 21.3 | 37.83 | — | 88.74 | 102.75 | 107.76 | 63.64 | |
| SwinUNETRSupervision level=30%2026.03 | 44.62 | 56.9 | 35.5 | 65.13 | — | 129.7 | 138.12 | 139.67 | 59.24 | |
| MedSAM2Supervision level=30%2026.03 | 44.3 | 78.16 | 69.15 | 82.73 | — | 103.71 | 42.02 | 51.21 | 28.37 | |
| SwinUNETRSupervision level=10%2026.03 | 33.07 | 31.54 | 12.15 | 38.79 | — | 145.09 | 157.03 | 134.64 | 69.2 | |
| SLAug2024.12 | — | — | — | — | 90.6 | — | — | — | — | |
| SLAug+S2S2base_method=SLAug, S2S2=true2024.12 | — | — | — | — | 91.28 | — | — | — | — | |
| Supervised (CSDG)2024.12 | — | — | — | — | 90.85 | — | — | — | — |