Medical Image Segmentation on Synapse multi-organ CT MICCAI 2015 (test)
85.09Average DSCHPR-SAM
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| HPR-SAMSupervision Setting=fully supervised2026.07 | 85.09 | 11.94 | 89.43 | 73.31 | 87.76 | 85.92 | 95.58 | 73.1 | 91.38 | 84.25 | |
| MERITSupervision Setting=fully supervised2026.07 | 84.9 | 13.22 | 87.71 | 74.4 | 87.79 | 84.85 | 95.26 | 71.81 | 92.01 | 85.38 | |
| PG-SAMSupervision Setting=fully supervised2026.07 | 84.79 | 7.61 | 87.87 | 73.26 | 87.93 | 84.57 | 95.4 | 71.49 | 93.12 | 86.62 | |
| H-SAMSupervision Setting=fully supervised2026.07 | 84.65 | 7.29 | 87.53 | 69.65 | 87.71 | 85.99 | 95.2 | 72.53 | 92.34 | 86.27 | |
| Perspective+2024.06 | 84.63 | 11.74 | 89.38 | 70.8 | 87.57 | 85.78 | 95.3 | 70.71 | 94.41 | 83.06 | |
| FCT2024.06 | 83.53 | — | 89.85 | 72.73 | 88.45 | 86.6 | 95.62 | 66.25 | 89.77 | 79.42 | |
| ScaleFormer2024.06 | 82.86 | 16.81 | 88.73 | 74.97 | 86.36 | 83.31 | 95.12 | 64.85 | 89.4 | 80.14 | |
| MSAANet2024.06 | 82.85 | 18.54 | 89.4 | 73.2 | 84.31 | 78.53 | 95.1 | 68.85 | 91.6 | 81.78 | |
| DAE-FormerSupervision Setting=fully supervised2026.07 | 82.43 | 17.46 | 91.94 | 80.88 | 86.08 | 72.3 | 94.98 | 79.19 | 88.96 | 65.12 | |
| MISSFormer2024.06 | 81.96 | 18.2 | 86.99 | 68.65 | 85.21 | 82 | 94.41 | 65.67 | 91.92 | 80.81 | |
| AFTer-UNet2024.06 | 81.02 | — | 90.91 | 64.81 | 87.9 | 85.3 | 92.2 | 63.54 | 90.99 | 72.48 | |
| SAMedSupervision Setting=fully supervised2026.07 | 80.26 | 28.89 | 86.99 | 70.24 | 82.75 | 80.1 | 93.37 | 67.64 | 87.33 | 73.62 | |
| TransDeepLabSupervision Setting=fully supervised2026.07 | 80.16 | 21.25 | 89 | 79.88 | 84.08 | 69.16 | 93.53 | 78.4 | 86.04 | 61.19 | |
| SwinUnetSupervision Setting=fully supervised2026.07 | 79.13 | 21.55 | 90.66 | 79.61 | 83.28 | 66.53 | 94.29 | 76.6 | 85.47 | 56.58 | |
| SwinUNet2024.06 | 79.12 | 21.55 | 85.47 | 66.53 | 83.28 | 79.61 | 94.29 | 56.58 | 90.66 | 76.6 | |
| Att-UNet2024.06 | 77.77 | 36.02 | 89.55 | 68.88 | 77.98 | 71.11 | 93.57 | 58.04 | 87.3 | 75.75 | |
| TransUnet2024.06 | 77.48 | 31.69 | 87.23 | 63.13 | 81.87 | 77.02 | 94.08 | 55.86 | 85.08 | 75.62 | |
| TransUnetSupervision Setting=fully supervised2026.07 | 77.48 | 31.69 | 85.08 | 77.02 | 81.87 | 63.13 | 94.08 | 75.62 | 87.23 | 55.86 | |
| U-Net2024.06 | 76.85 | 39.7 | 89.07 | 69.72 | 77.77 | 68.6 | 93.43 | 53.98 | 86.67 | 75.58 | |
| Att-UNetBackbone=ResNet-502024.06 | 75.57 | 36.97 | 55.92 | 63.91 | 79.2 | 72.71 | 93.56 | 49.37 | 87.19 | 74.95 | |
| SAM AdapterSupervision Setting=fully supervised2026.07 | 72.8 | 33.08 | 77.93 | 57.49 | 79.02 | 79 | 92.68 | 43.07 | 83.68 | 69.48 | |
| ViTBackbone=ResNet-502024.06 | 71.29 | 32.87 | 73.73 | 55.13 | 75.8 | 72.2 | 91.51 | 45.99 | 81.99 | 73.95 | |
| AutoSAMSupervision Setting=fully supervised2026.07 | 62.08 | 27.56 | 82.56 | 41.37 | 79.66 | 80.02 | 89.24 | 44.22 | 80.54 | 61.14 |