Medical Image Segmentation on MM-WHS (test)
96Dice ScoreVAE
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VAEOracle Supervision=true2021.06 | 96 | — | 0.05 | — | — | — | — | — | — | — | — | — | 95 | 97 | 97 | 96 | 0.06 | 0.04 | 0.03 | 0.05 | — | — | |
| VoCoPre-training Strategy=Medical SSL2024.02 | 90.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-NetOracle Supervision=true2021.06 | 89 | — | 0.34 | — | — | — | — | — | — | — | — | — | 83 | 89 | 92 | 93 | 0.38 | 0.39 | 0.28 | 0.31 | — | — | |
| GVSLPre-training Strategy=Medical SSL2024.02 | 88.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Swin-UNETRPre-training Strategy=Medical SSL2024.02 | 87.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Rubik+++Pre-training Strategy=Medical SSL2024.02 | 87.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SwinMMPre-training Strategy=Medical SSL2024.02 | 86.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PCRLv2Pre-training Strategy=Medical SSL2024.02 | 86.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PCRLv1Pre-training Strategy=Medical SSL2024.02 | 86.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MGPre-training Strategy=Medical SSL2024.02 | 86.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Swin-UNETRPre-training Strategy=From Scratch2024.02 | 86.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAE3DPre-training Strategy=General SSL2024.02 | 86.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JigsawPre-training Strategy=General SSL2024.02 | 85.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UNETRPre-training Strategy=From Scratch2024.02 | 85.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PositionLabelPre-training Strategy=General SSL2024.02 | 85.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OLVANumber of unlabeled target scans=162021.06 | 85 | — | 0.31 | — | — | — | — | — | — | — | — | — | 79 | 87 | 88 | 88 | 0.56 | 0.53 | 0.37 | 0.45 | — | — | |
| JSSLPre-training Strategy=Medical SSL2024.02 | 84.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VicReglPre-training Strategy=Medical SSL2024.02 | 84.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniMissPre-training Strategy=Medical SSL2024.02 | 84.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoCo v3+Pre-training Strategy=General SSL2024.02 | 84.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3D UNetPre-training Strategy=From Scratch2024.02 | 83.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| global+local(block)percentage of data labeled=40%2021.09 | 76.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| global+local(stride)percentage of data labeled=40%2021.09 | 75.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mixuppercentage of data labeled=40%2021.09 | 75.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| local(stride)percentage of data labeled=40%2021.09 | 74.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| local(block)percentage of data labeled=40%2021.09 | 73.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TCSMpercentage of data labeled=40%2021.09 | 73.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SIFANumber of unlabeled target scans=162021.06 | 73 | — | 3.32 | — | — | — | — | — | — | — | — | — | 58 | 76 | 76 | 81 | 3.44 | 3.83 | 3.3 | 2.64 | — | — | |
| global+local(self)percentage of data labeled=40%2021.09 | 73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| globalpercentage of data labeled=40%2021.09 | 72.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCEMNumber of unlabeled target scans=12021.06 | 72 | — | 5.11 | — | — | — | — | — | — | — | — | — | 66 | 78 | 71 | 78 | 7.37 | 3.87 | 6.44 | 2.77 | — | — | |
| randompercentage of data labeled=40%2021.09 | 71.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OLVANumber of unlabeled target scans=82021.06 | 69 | — | 1.92 | — | — | — | — | — | — | — | — | — | 68 | 70 | 78 | 60 | 1.89 | 1.88 | 1.51 | 2.43 | — | — | |
| Pnp-AdaNetNumber of unlabeled target scans=162021.06 | 66 | — | 6.22 | — | — | — | — | — | — | — | — | — | 50 | 77 | 60 | 79 | 10.2 | 4.04 | 8.6 | 2.28 | — | — | |
| OLVANumber of unlabeled target scans=12021.06 | 64 | — | 2.05 | — | — | — | — | — | — | — | — | — | 58 | 69 | 64 | 67 | 2.1 | 1.95 | 1.85 | 2.3 | — | — | |
| SIFANumber of unlabeled target scans=12021.06 | 62 | — | 6.84 | — | — | — | — | — | — | — | — | — | 39 | 53 | 80 | 62 | 12.8 | 4.12 | 7.7 | 2.72 | — | — | |
| Seg-DJOTNumber of unlabeled target scans=162021.06 | 59 | — | 4.07 | — | — | — | — | — | — | — | — | — | 57 | 60 | 57 | 62 | 3.64 | 3.62 | 3.85 | 5.2 | — | — | |
| AdaOutputNumber of unlabeled target scans=162021.06 | 59 | — | 4.2 | — | — | — | — | — | — | — | — | — | 43 | 76 | 54 | 65 | 4.68 | 2.89 | 3.1 | 6.15 | — | — | |
| SynSeg-NetNumber of unlabeled target scans=162021.06 | 58 | — | 4.35 | — | — | — | — | — | — | — | — | — | 41 | 69 | 52 | 72 | 4.6 | 3.8 | 3.4 | 5.6 | — | — | |
| CycleGANNumber of unlabeled target scans=162021.06 | 57 | — | 5.3 | — | — | — | — | — | — | — | — | — | 28 | 75 | 52 | 73 | 4.85 | 6.2 | 3.92 | 5.54 | — | — | |
| global+local(block)percentage of data labeled=20%2021.09 | 55.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mixuppercentage of data labeled=20%2021.09 | 54.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| global+local(stride)percentage of data labeled=20%2021.09 | 52.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VAENumber of unlabeled target scans=02021.06 | 49 | — | 2.53 | — | — | — | — | — | — | — | — | — | 41 | 51 | 60 | 48 | 2.51 | 2.21 | 2.44 | 2.95 | — | — | |
| global+local(self)percentage of data labeled=20%2021.09 | 49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TCSMpercentage of data labeled=20%2021.09 | 48.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| globalpercentage of data labeled=20%2021.09 | 48.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| local(stride)percentage of data labeled=20%2021.09 | 48.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| local(block)percentage of data labeled=20%2021.09 | 47.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| randompercentage of data labeled=20%2021.09 | 44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| global+local(stride)percentage of data labeled=10%2021.09 | 38.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| global+local(block)percentage of data labeled=10%2021.09 | 38.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| global+local(self)percentage of data labeled=10%2021.09 | 36.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| local(block)percentage of data labeled=10%2021.09 | 36.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mixuppercentage of data labeled=10%2021.09 | 36.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| globalpercentage of data labeled=10%2021.09 | 35.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| local(stride)percentage of data labeled=10%2021.09 | 35.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TCSMpercentage of data labeled=10%2021.09 | 34.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| randompercentage of data labeled=10%2021.09 | 32.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Pnp-AdaNetNumber of unlabeled target scans=12021.06 | 25 | — | 21.8 | — | — | — | — | — | — | — | — | — | 29 | 48 | 33 | 58 | 25.1 | 27.1 | 27.7 | 7.14 | — | — | |
| Seg-DJOTNumber of unlabeled target scans=12021.06 | 21 | — | 10.4 | — | — | — | — | — | — | — | — | — | 19 | 25 | 21 | 20 | 9.64 | 13.7 | 8.18 | 10.3 | — | — | |
| U-NetNumber of unlabeled target scans=02021.06 | 15 | — | 26.2 | — | — | — | — | — | — | — | — | — | 10 | 27 | 2 | 24 | 36 | 19.4 | 48.6 | 31.9 | — | — | |
| 2DUNetMetric Category=Dice2021.07 | — | — | — | — | 89.9 | 93.1 | 93.1 | 87.7 | 90.5 | 93.4 | 83.2 | 91.1 | — | — | — | — | — | — | — | — | — | — | |
| 2DUNetMetric Category=Jaccard2021.07 | — | — | — | — | 81.7 | 87.2 | 87.3 | 78.7 | 82.8 | 87.9 | 72.6 | 83.7 | — | — | — | — | — | — | — | — | — | — | |
| 2DUNetMetric Category=ASSD (mm)2021.07 | — | — | — | — | 80.8 | 104.9 | 90.5 | 171.9 | 106.4 | 64.5 | 155.1 | 108.8 | — | — | — | — | — | — | — | — | — | — | |
| 2DUNetMetric Category=HD (mm)2021.07 | — | — | — | — | 998 | 877.3 | 609.8 | 1,362.4 | 1,001.6 | 1,001.3 | 2,783.4 | 2,872.7 | — | — | — | — | — | — | — | — | — | — | |
| 3DUNetMetric Category=Dice2021.07 | — | — | — | — | 86.3 | 90.2 | 92.3 | 86.8 | 87.6 | 92.3 | 81.3 | 88.8 | — | — | — | — | — | — | — | — | — | — | |
| 3DUNetMetric Category=Jaccard2021.07 | — | — | — | — | 76.2 | 82.5 | 86.1 | 76.9 | 78.3 | 86 | 69.5 | 79.9 | — | — | — | — | — | — | — | — | — | — | |
| 3DUNetMetric Category=ASSD (mm)2021.07 | — | — | — | — | 144.3 | 152.8 | 102.4 | 194.3 | 166.3 | 81.4 | 219.4 | 155.2 | — | — | — | — | — | — | — | — | — | — | |
| 3DUNetMetric Category=HD (mm)2021.07 | — | — | — | — | 1,363.5 | 1,081.4 | 958 | 1,603.1 | 1,563.5 | 1,332.6 | 2,694.1 | 3,108.8 | — | — | — | — | — | — | — | — | — | — | |
| FFDNetMetric Category=Dice2021.07 | — | — | — | — | 83.9 | 90.5 | 89.4 | 86.3 | 87.7 | 90.6 | 80.2 | 87.8 | — | — | — | — | — | — | — | — | — | — | |
| FFDNetMetric Category=Jaccard2021.07 | — | — | — | — | 72.5 | 82.9 | 81.4 | 76.4 | 78.3 | 83.1 | 68 | 78.4 | — | — | — | — | — | — | — | — | — | — | |
| FFDNetMetric Category=ASSD (mm)2021.07 | — | — | — | — | 140.6 | 140.4 | 145.5 | 187 | 148.8 | 108 | 219.3 | 154.4 | — | — | — | — | — | — | — | — | — | — | |
| FFDNetMetric Category=HD (mm)2021.07 | — | — | — | — | 1,350.8 | 858.4 | 766.5 | 1,275.3 | 1,008.9 | 1,224.3 | 2,479.4 | 2,676.5 | — | — | — | — | — | — | — | — | — | — | |
| Kong et al.Metric Category=Dice2021.07 | — | — | — | — | 89.9 | 93.2 | 94 | 89.2 | 91 | 95 | 85.2 | 91.8 | — | — | — | — | — | — | — | — | — | — | |
| Kong et al.Metric Category=Jaccard2021.07 | — | — | — | — | 81.9 | 87.5 | 88.8 | 80.9 | 83.7 | 90.5 | 75.5 | 84.9 | — | — | — | — | — | — | — | — | — | — | |
| Kong et al.Metric Category=ASSD (mm)2021.07 | — | — | — | — | 133.5 | 104.2 | 84.2 | 158.3 | 117.6 | 53.1 | 190.4 | 121.3 | — | — | — | — | — | — | — | — | — | — | |
| Kong et al.Metric Category=HD (mm)2021.07 | — | — | — | — | 1,439.3 | 1,040.7 | 1,032.5 | 1,363.9 | 1,336 | 940.7 | 2,661.6 | 2,803.5 | — | — | — | — | — | — | — | — | — | — | |
| Voxel2MeshMetric Category=Dice2021.07 | — | — | — | — | 77.5 | 88.8 | 91 | 85.7 | 88.5 | 87.4 | 75.8 | 86.5 | — | — | — | — | — | — | — | — | — | — | |
| Voxel2MeshMetric Category=Jaccard2021.07 | — | — | — | — | 63.8 | 80.1 | 83.9 | 75.4 | 79.5 | 77.8 | 61.9 | 76.3 | — | — | — | — | — | — | — | — | — | — | |
| Voxel2MeshMetric Category=ASSD (mm)2021.07 | — | — | — | — | 171.4 | 169.6 | 126.6 | 202 | 149.2 | 134.1 | 339.8 | 184.8 | — | — | — | — | — | — | — | — | — | — | |
| Voxel2MeshMetric Category=HD (mm)2021.07 | — | — | — | — | 1,356.4 | 874.3 | 624.8 | 1,211.6 | 960.1 | 1,208 | 2,625.2 | 2,745.9 | — | — | — | — | — | — | — | — | — | — |