Prostate Segmentation on Prostate
88.36DSC (Avg)BCMDA
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BCMDA#L=402026.03 | 88.36 | 89.06 | 86.8 | 88.71 | 88.35 | 87.97 | 89.24 | 80.58 | 10.42 | 4.09 | — | |
| Upper bound#L=*2026.03 | 88.28 | 88.56 | 88.56 | 85.6 | 88.63 | 88.9 | 89.44 | 80.67 | 10.07 | 4.13 | 0.01 | |
| Upper bound#L=*2026.03 | 88.28 | 88.56 | 88.56 | 85.6 | 88.63 | 88.9 | 89.44 | 80.67 | 10.07 | 4.13 | 0.13 | |
| SynFoCMedSAMVenue=This paper, #L=202025.03 | 87.16 | 88.54 | 85.74 | 84.89 | 87.51 | 87.92 | 88.34 | 79.3 | 10.26 | 4.41 | — | |
| SynFoCU-NetVenue=This paper, #L=202025.03 | 86.9 | 88.09 | 85.22 | 84.97 | 87.74 | 87.63 | 87.74 | 79.11 | 11.25 | 4.82 | — | |
| BCMDA#L=202026.03 | 86.88 | 88.54 | 84.02 | 86.75 | 87.03 | 86.15 | 88.81 | 78.47 | 12.04 | 5.12 | — | |
| SymGD#L=402026.03 | 86.69 | 86.8 | 86.34 | 84.88 | 86.69 | 88.36 | 87.09 | 78.75 | 11.83 | 4.98 | 0.01 | |
| SwitchParams=1.8 M, Labeled Ratio=50%2026.03 | 84.21 | — | — | — | — | — | — | 80.3 | 14.68 | 4.61 | — | |
| SwitchParams=1.8 M, Labeled Ratio=10%2026.03 | 83.63 | — | — | — | — | — | — | 79.41 | 17.11 | 5.23 | — | |
| SwitchParams=1.8 M, Labeled Ratio=5%2026.03 | 83.48 | — | — | — | — | — | — | 79.11 | 17.29 | 5.37 | — | |
| FedSAMSetting=Federated2026.01 | 81.4 | — | — | — | — | — | — | 78.1 | — | — | — | |
| DSFedMedSetting=Federated2026.01 | 81.3 | — | — | — | — | — | — | 77.7 | — | — | — | |
| SAMSetting=Centralized, Mode=ceiling2026.01 | 80.1 | — | — | — | — | — | — | 76.2 | — | — | — | |
| FedMSASetting=Federated2026.01 | 79.9 | — | — | — | — | — | — | 76.4 | — | — | — | |
| SDCL#L=402026.03 | 78.05 | 76.55 | 79.24 | 77.4 | 81.13 | 81.32 | 72.67 | 69.05 | 19.08 | 10.61 | 0.01 | |
| SymGDVenue=CVPR 24, #L=202025.03 | 76.85 | 88.34 | 83.26 | 83.99 | 85.45 | 42.03 | 78.02 | 67.88 | 39.02 | 21.08 | — | |
| SymGD#L=202026.03 | 75.89 | 88.36 | 73.66 | 76.44 | 84.28 | 51.39 | 81.2 | 66.45 | 41.91 | 21.95 | 0.01 | |
| FedTinySAMSetting=Federated2026.01 | 75.6 | — | — | — | — | — | — | 72.3 | — | — | — | |
| FixMatch#L=402026.03 | 74.57 | 80.59 | 71.06 | 73.16 | 77.12 | 60.54 | 84.95 | 65.78 | 23.11 | 13.02 | 0.01 | |
| SDCL#L=202026.03 | 74.23 | 75.91 | 77.18 | 72.29 | 80.86 | 70.17 | 68.95 | 64.39 | 22.63 | 11.78 | 0.01 | |
| CPC-SAMVenue=MICCAI' 24, #L=202025.03 | 73.77 | 77.23 | 66.46 | 66.98 | 76.79 | 79.71 | 75.42 | 62.85 | 31.08 | 13.16 | — | |
| SemiSAMVenue=arXiv'23, #L=202025.03 | 71.12 | 78.07 | 67.16 | 76.49 | 69.25 | 65.97 | 69.76 | 59.69 | 28.19 | 12.61 | — | |
| SAMedVenue=arXiv'23, #L=202025.03 | 64.56 | 63.67 | 65.62 | 65.25 | 68.65 | 48.83 | 75.31 | 53.49 | 35.85 | 15.83 | — | |
| BCP#L=402026.03 | 64.51 | 65.39 | 73.27 | 47.41 | 63.64 | 74.75 | 62.62 | 54.65 | 51.07 | 25.46 | 0.01 | |
| FixMatch#L=202026.03 | 60.91 | 82.93 | 64.24 | 54.11 | 70.23 | 11.15 | 82.82 | 53.22 | 46.61 | 26.85 | 0.01 | |
| FixMatchVenue=NeurIPS'20, #L=202025.03 | 60.41 | 81.69 | 65.27 | 53.7 | 70.4 | 10.2 | 81.22 | 52.53 | 49.47 | 28.83 | — | |
| BCP#L=202026.03 | 59.18 | 61.26 | 62.53 | 51.82 | 55.91 | 61.38 | 62.19 | 50.64 | 55.46 | 26.49 | 0.01 | |
| FednnU-NetSetting=Federated2026.01 | 59 | — | — | — | — | — | — | 51.6 | — | — | — | |
| BCPVenue=CVPR'23, #L=202025.03 | 58.96 | 64.79 | 62.46 | 50.49 | 55.08 | 63.31 | 57.64 | 48.74 | 56.81 | 27.77 | — | |
| H-SAMVenue=CVPR'24, #L=202025.03 | 52.24 | 56.29 | 51.23 | 41.59 | 60.5 | 51.94 | 51.86 | 42.37 | 69.31 | 36.15 | — | |
| FedU-NetSetting=Federated2026.01 | 51.7 | — | — | — | — | — | — | 49 | — | — | — | |
| ABD#L=402026.03 | 49.78 | 60.94 | 68.7 | 13.98 | 58.22 | 72.07 | 24.77 | 40.44 | 64.46 | 37.38 | 0.01 | |
| ABD#L=202026.03 | 45.14 | 55.82 | 64.39 | 11.14 | 61.37 | 53.84 | 24.28 | 34.53 | 74.58 | 45.83 | 0.01 | |
| ABDVenue=CVPR 24, #L=202025.03 | 42.98 | 53.1 | 62.28 | 9.17 | 59.22 | 51.92 | 22.19 | 32.35 | 75.73 | 47.17 | — | |
| U-Net#L=402026.03 | 29.56 | 28.71 | 35.61 | 21.23 | 43.56 | 20.6 | 27.62 | 24.03 | 97.97 | 65.18 | 0.01 | |
| CauSSL#L=402026.03 | 27.7 | 26.23 | 37.11 | 17.76 | 35.45 | 24.99 | 24.63 | 21.12 | 111.58 | 67.71 | 0.01 | |
| CauSSL#L=202026.03 | 26.74 | 22.75 | 33.42 | 17.57 | 29.72 | 28.26 | 28.73 | 22.39 | 112.85 | 66.26 | 0.01 | |
| CauSSLVenue=ICCV'23, #L=202025.03 | 24.54 | 20.36 | 31.11 | 15.68 | 27.27 | 26.17 | 26.66 | 18.03 | 116.15 | 70.57 | — | |
| SS-Net#L=402026.03 | 22.8 | 25.58 | 24.98 | 14.61 | 43.67 | 18.43 | 9.57 | 17.25 | 109.57 | 72.94 | 0.01 | |
| UA-MT#L=402026.03 | 20.77 | 27.41 | 16.66 | 9.91 | 40.4 | 15.57 | 14.65 | 15 | 121.23 | 79.17 | 0.01 | |
| SupOnly#L=202025.03 | 20.42 | 22.11 | 21.81 | 19.6 | 13.87 | 18.16 | 26.98 | 15.63 | 118.15 | 79.7 | — | |
| U-Net#L=202026.03 | 20.14 | 20.79 | 19.02 | 17.74 | 15.25 | 18.91 | 29.12 | 14.82 | 121.66 | 82.41 | 0.01 | |
| UA-MTVenue=MICCAI' 19, #L=202025.03 | 18.76 | 19.09 | 13.66 | 16.07 | 37.3 | 15.23 | 11.22 | 13.44 | 127.59 | 85.76 | — | |
| UA-MT#L=202026.03 | 18.52 | 18.44 | 15.17 | 16.15 | 33.54 | 14.32 | 13.5 | 13.21 | 129.3 | 87.65 | 0.01 | |
| SS-Net#L=202026.03 | 18.02 | 15.28 | 12.25 | 15.46 | 35.63 | 16.29 | 13.21 | 13.9 | 115.52 | 78.77 | 0.01 | |
| SS-NetVenue=MICCAI' 22, #L=202025.03 | 17.22 | 14.92 | 11.64 | 14.49 | 34.31 | 15.45 | 12.52 | 12.65 | 119.73 | 81.38 | — |