Prostate Segmentation on Multi-site Prostate MRI (leave-one-domain-out)
88.43Site A vs Rest ScoreMedSAM+MoreStyle
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MedSAM+MoreStyle2024.03 | 88.43 | 88.69 | 87.47 | 88.5 | 88.32 | 88.59 | 88.33 | |
| MedSAM2024.03 | 88.02 | 87.92 | 87.21 | 88.11 | 87.42 | 88.43 | 87.85 | |
| DAPSAMModel=ViT2024.09 | 86.34 | 81.05 | 70.81 | 85.28 | 82.91 | 81.48 | 81.31 | |
| Upper boundModel=U-Net2024.09 | 85.38 | 83.68 | 82.15 | 85.21 | 87.04 | 84.29 | 84.63 | |
| BaselineModel=ViT2024.09 | 84.42 | 79.79 | 64.83 | 83.49 | 80.5 | 80.18 | 78.87 | |
| DeSAM [grid]Model=ViT2024.09 | 82.8 | 80.61 | 64.77 | 83.41 | 80.36 | 82.17 | 79.02 | |
| DeSAM [whole]Model=ViT2024.09 | 82.3 | 78.06 | 66.65 | 82.87 | 77.58 | 79.05 | 77.75 | |
| MaxStyleModel=U-Net2024.09 | 81.25 | 70.27 | 62.09 | 58.18 | 70.04 | 67.77 | 68.27 | |
| CSDGModel=U-Net2024.09 | 80.72 | 68 | 59.78 | 72.4 | 68.67 | 70.78 | 70.06 | |
| CCSDG+MoreStyle2024.03 | 80.67 | 75.99 | 66.28 | 69.57 | 60.38 | 67.22 | 70.02 | |
| CCSDG2024.03 | 80.62 | 69.52 | 65.18 | 67.89 | 58.99 | 63.27 | 67.58 | |
| CCSDGModel=U-Net2024.09 | 80.62 | 69.52 | 65.18 | 67.89 | 58.99 | 63.27 | 67.58 | |
| SAMedModel=ViT2024.09 | 80.42 | 81.44 | 66.75 | 82.09 | 80.19 | 80.17 | 78.51 | |
| MoreStyle2024.03 | 80.06 | 74.42 | 54.16 | 65.96 | 51.12 | 54.19 | 63.32 | |
| SLAug2024.03 | 79.31 | 68.47 | 58.47 | 68.25 | 48.88 | 57.61 | 63.5 | |
| AdvBiasModel=U-Net2024.09 | 77.45 | 62.12 | 51.09 | 70.2 | 51.12 | 50.69 | 60.45 | |
| RandConvModel=U-Net2024.09 | 75.52 | 57.23 | 44.21 | 61.27 | 49.98 | 54.21 | 57.07 | |
| EFDM2024.03 | 73.53 | 64.06 | 45.49 | 61.15 | 41.07 | 47.45 | 55.46 | |
| DSU2024.03 | 73.51 | 64.85 | 45.08 | 64.05 | 42.27 | 43.38 | 55.52 | |
| MaxStyle2024.03 | 73.4 | 63.63 | 51.45 | 62.15 | 38.14 | 56.31 | 57.51 | |
| MixStyleModel=U-Net2024.09 | 73.04 | 59.29 | 43 | 62.17 | 53.12 | 50.03 | 56.78 | |
| MixStyle2024.03 | 72.32 | 64.19 | 40.27 | 60.23 | 40.33 | 48.59 | 54.32 |