Multi-organ segmentation on Synapse 12 scans (val)
95.77Spleen DSCUNETR++
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| UNETR++2025.08 | 95.77 | 87.18 | 87.54 | 71.25 | 96.42 | 86.01 | 92.52 | 81.1 | 87.22 | 7.53 | |
| Swin-UNETR2025.08 | 95.37 | 86.26 | 86.99 | 66.54 | 95.72 | 77.01 | 91.12 | 68.8 | 83.48 | 10.55 | |
| CENetParams=33.39 M, FLOPs=12.76 G2025.05 | 93.58 | 85.08 | 91.18 | 68.29 | 95.92 | 81.68 | 89.19 | 70.71 | 85.04 | 8.84 | |
| MSA²NetParams=112.77 M, FLOPs=15.56 G2025.05 | 92.69 | 84.24 | 88.3 | 74.35 | 95.59 | 84.03 | 89.47 | 69.3 | 84.75 | 13.29 | |
| PVT-EMCAD-B2Params=26.76 M, FLOPs=5.60 G2025.05 | 92.17 | 84.1 | 88.08 | 68.87 | 95.26 | 83.92 | 88.14 | 68.51 | 83.63 | 15.68 | |
| MISSFormer2025.08 | 91.92 | 82 | 85.21 | 68.65 | 94.41 | 80.81 | 86.99 | 65.67 | 81.96 | 18.2 | |
| 2D D-LKA NetParams=101.64 M, FLOPs=19.92 G2025.05 | 91.22 | 84.92 | 88.38 | 73.79 | 94.88 | 84.94 | 88.34 | 67.71 | 84.27 | 20.04 | |
| HiFormer-BParams=25.51 M, FLOPs=8.05 G2025.05 | 90.99 | 79.77 | 85.23 | 65.23 | 94.61 | 81.08 | 86.21 | 59.52 | 80.39 | 14.7 | |
| Swin-UNetParams=27.17 M, FLOPs=6.16 G2025.05 | 90.66 | 79.61 | 83.28 | 66.53 | 94.29 | 76.6 | 85.47 | 56.58 | 79.13 | 21.55 | |
| Swin-UNet2025.08 | 90.66 | 79.61 | 83.28 | 66.53 | 94.29 | 76.6 | 85.47 | 56.58 | 79.13 | 21.55 | |
| nnFormer2025.08 | 90.51 | 86.25 | 86.57 | 70.17 | 96.84 | 86.83 | 92.04 | 83.35 | 86.57 | 10.63 | |
| VM-UNetParams=44.27 M, FLOPs=6.52 G2025.05 | 89.51 | 82.76 | 86.16 | 69.41 | 94.17 | 81.4 | 86.4 | 58.8 | 81.08 | 19.21 | |
| LW-CTrans2025.08 | 89.48 | 82.84 | 85.11 | 37.52 | 93.6 | 63.1 | 81.75 | 53.3 | 73.34 | 31.47 | |
| PCCTrans2025.08 | 88.84 | 82.64 | 85.49 | 68.79 | 93.45 | 71.88 | 86.59 | 66.31 | 80.5 | 17.1 | |
| AMBER–AFNO2025.08 | 87.82 | 86.26 | 87.36 | 61.33 | 96.02 | 80.5 | 91.42 | 79.36 | 83.76 | 16.96 | |
| U-Net2025.08 | 86.67 | 68.6 | 77.77 | 69.72 | 93.43 | 75.58 | 89.07 | 53.98 | 76.85 | — | |
| R50 U-NetParams=30.42 M2025.05 | 85.87 | 78.19 | 80.6 | 63.66 | 93.74 | 74.16 | 87.74 | 56.9 | 74.68 | 36.87 | |
| TransUNetParams=96.07 M, FLOPs=88.91 G2025.05 | 85.08 | 77.02 | 81.87 | 63.16 | 94.08 | 75.62 | 87.23 | 55.86 | 77.49 | 31.69 | |
| TransUNet2025.08 | 85.08 | 77.02 | 81.87 | 63.16 | 94.08 | 75.62 | 87.23 | 55.86 | 77.49 | 31.69 | |
| UNETR2025.08 | 85 | 84.52 | 85.6 | 56.3 | 94.57 | 70.46 | 89.8 | 60.47 | 78.35 | 18.59 |