Multi-organ Segmentation on Synapse multi-organ CT
95.77DSC (Spleen)UNETR++
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| UNETR++2025.12 | 95.77 | 87.18 | 87.54 | 71.25 | 96.42 | 86.01 | 92.52 | 81.1 | 87.22 | — | |
| Swin-UNETR2025.12 | 95.37 | 86.26 | 86.99 | 66.54 | 95.72 | 77.01 | 91.12 | 68.8 | 83.48 | — | |
| SwinUNETR-RH2025.12 | 95.28 | 89.74 | 88.16 | 63.45 | 96.81 | 82.74 | 93.47 | 79.39 | 86.13 | — | |
| PG-SAMCategory=SAM based2026.03 | 93.12 | 84.57 | 87.93 | 73.26 | 95.4 | 86.62 | 93.12 | 71.49 | 84.79 | 7.61 | |
| H-SAMCategory=SAM based2026.03 | 92.34 | 85.99 | 87.71 | 69.65 | 95.2 | 86.27 | 87.53 | 72.53 | 84.65 | 7.29 | |
| SEG-SAMCategory=SAM based2026.03 | 92.1 | 84.16 | 86.39 | 70.21 | 94.91 | 86.06 | 87.42 | 71.48 | 84.09 | 10.26 | |
| MISSFormer2025.12 | 91.92 | 82 | 85.21 | 68.65 | 94.41 | 80.81 | 86.99 | 65.67 | 81.96 | — | |
| Swin-UNet2025.12 | 90.66 | 79.61 | 83.28 | 66.53 | 94.29 | 76.6 | 85.47 | 56.58 | 79.13 | — | |
| SwinUNetCategory=Non SAM2026.03 | 90.66 | 79.61 | 83.28 | 66.53 | 94.29 | 76.6 | 85.47 | 56.58 | 79.13 | 21.55 | |
| nnFormer2025.12 | 90.51 | 86.25 | 86.57 | 70.17 | 96.84 | 86.83 | 92.04 | 83.35 | 86.57 | — | |
| nnFormerCategory=Non SAM2026.03 | 90.51 | 86.25 | 86.57 | 70.17 | 96.84 | 86.83 | 92.4 | 83.35 | 86.57 | 10.78 | |
| nnU-NetCategory=Non SAM2026.03 | 90.31 | 91.46 | 86.07 | 71.71 | 95.84 | 79.01 | 92.39 | 82.92 | 86.21 | 10.63 | |
| TransUNet2025.12 | 88.91 | 85.08 | 77.02 | 81.87 | 94.08 | 75.62 | 87.23 | 55.86 | 77.49 | — | |
| UNETRCategory=Non SAM2026.03 | 87.81 | 84.8 | 85.66 | 60.56 | 94.46 | 73.99 | 89.99 | 59.25 | 79.56 | 18.59 | |
| U-Net2025.12 | 86.67 | 68.6 | 77.77 | 69.72 | 93.43 | 75.58 | 89.07 | 53.98 | 76.85 | — | |
| TransUNetCategory=Non SAM2026.03 | 85.08 | 77.02 | 81.87 | 63.16 | 94.08 | 75.62 | 87.23 | 55.86 | 77.48 | 31.69 | |
| UNETR2025.12 | 85 | 84.52 | 85.6 | 56.3 | 94.57 | 70.46 | 89.8 | 60.47 | 78.35 | — | |
| SAM3DCategory=SAM based2026.03 | 84.29 | 85.64 | 86.31 | 49.81 | 95.42 | 76.11 | 89.57 | 69.32 | 79.56 | 23.1 | |
| SAM Adapter + SAIFCategory=SAM based, Strategy=SAIF2026.03 | 59.12 | 67.23 | 68.84 | 71.23 | 64.32 | 75.21 | 75.14 | 60.03 | 67.64 | 17.75 | |
| SAM AdapterCategory=SAM based2026.03 | 58.23 | 62.07 | 64.57 | 66.89 | 62.54 | 71.1 | 72.34 | 55.72 | 64.18 | 33.08 | |
| MedSAM + SAIFCategory=SAM based, Strategy=SAIF2026.03 | 44.49 | 74.88 | 72.08 | 64.63 | 65.84 | 67.85 | 80.19 | 44.79 | 66 | 17.77 | |
| SAMed + SAIFCategory=SAM based, Strategy=SAIF2026.03 | 42.2 | 90.37 | 91.85 | 96.74 | 83.12 | 89.37 | 78.1 | 92.81 | 84.95 | 7.11 | |
| MedSAMCategory=SAM based2026.03 | 40.61 | 69.29 | 64.36 | 60.17 | 62.69 | 64.67 | 74.69 | 40.32 | 61.31 | 20.37 | |
| SAMedCategory=SAM based2026.03 | 38.17 | 83.41 | 80.09 | 82.89 | 83.06 | 68.01 | 76.32 | 75.33 | 73.41 | 28.89 |