Enhancing Tumor Segmentation on BraTS 2018
81.3DSC (ET)Virtual Nodes Guided Dynamic Graph Neural Network
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Present, Modality (T1)=Present, Modality (T1c)=Present, Modality (T2)=Absent2026.05 | 81.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Present, Modality (T1)=Absent, Modality (T1c)=Present, Modality (T2)=Absent2026.05 | 81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Present, Modality (T1)=Present, Modality (T1c)=Present, Modality (T2)=Present2026.05 | 80.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Present, Modality (T1)=Absent, Modality (T1c)=Present, Modality (T2)=Present2026.05 | 80.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Absent, Modality (T1)=Present, Modality (T1c)=Present, Modality (T2)=Present2026.05 | 80.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Absent, Modality (T1)=Absent, Modality (T1c)=Present, Modality (T2)=Present2026.05 | 80.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Absent, Modality (T1)=Present, Modality (T1c)=Present, Modality (T2)=Absent2026.05 | 80 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMCFormerModality (Fl)=Absent, Modality (T1)=Absent, Modality (T1c)=Present, Modality (T2)=Absent2026.05 | 79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Absent, Modality (T1)=Absent, Modality (T1c)=Present, Modality (T2)=Absent2026.05 | 78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=F, T1c, T1, T22022.06 | 77.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=F, T1c, T22022.06 | 75.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=F, T1c, T12022.06 | 75.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=F, T1c2022.06 | 75.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=T1c, T1, T22022.06 | 74.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=T1c, T22022.06 | 74.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=T1c, T12022.06 | 74.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| M3AEModality (Fl)=Absent, Modality (T1)=Absent, Modality (T1c)=Present, Modality (T2)=Absent2026.05 | 73.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=T1c2022.06 | 72.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModality (Fl)=Absent, Modality (T1)=Absent, Modality (T1c)=Present, Modality (T2)=Absent2026.05 | 72.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=F, T1c, T1, T22022.06 | 70.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=T1c, T1, T22022.06 | 69.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=F, T1c, T1, T22022.06 | 69.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=F, T1c, T22022.06 | 68.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=F, T1c, T22022.06 | 68.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=F, T1c, T12022.06 | 68.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=F, T1c, T12022.06 | 68.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=F, T1c2022.06 | 68.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=T1c, T22022.06 | 67.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=T1c, T22022.06 | 67.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=T1c, T1, T22022.06 | 67.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=T1c, T12022.06 | 66.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=F, T1c2022.06 | 66.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=T1c2022.06 | 62.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=T1c, T12022.06 | 61.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerAggregation=Average2022.06 | 59.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=T1c2022.06 | 57.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModality (Fl)=Absent, Modality (T1)=Absent, Modality (T1c)=Present, Modality (T2)=Absent2026.05 | 57.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Present, Modality (T1)=Present, Modality (T1c)=Absent, Modality (T2)=Present2026.05 | 54.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Present, Modality (T1)=Absent, Modality (T1c)=Absent, Modality (T2)=Present2026.05 | 53.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMCFormerModality (Fl)=Absent, Modality (T1)=Absent, Modality (T1c)=Absent, Modality (T2)=Present2026.05 | 50.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Absent, Modality (T1)=Present, Modality (T1c)=Absent, Modality (T2)=Present2026.05 | 50.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Present, Modality (T1)=Present, Modality (T1c)=Absent, Modality (T2)=Absent2026.05 | 50.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Absent, Modality (T1)=Absent, Modality (T1c)=Absent, Modality (T2)=Present2026.05 | 50 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMCFormerModality (Fl)=Present, Modality (T1)=Absent, Modality (T1c)=Absent, Modality (T2)=Absent2026.05 | 49.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=F, T1, T22022.06 | 47.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| M3AEModality (Fl)=Absent, Modality (T1)=Absent, Modality (T1c)=Absent, Modality (T2)=Present2026.05 | 47.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=F, T22022.06 | 47.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDAggregation=Average2022.06 | 46.76 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISAggregation=Average2022.06 | 46.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Present, Modality (T1)=Absent, Modality (T1c)=Absent, Modality (T2)=Absent2026.05 | 46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=T1, T22022.06 | 44.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Absent, Modality (T1)=Present, Modality (T1c)=Absent, Modality (T2)=Absent2026.05 | 43.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModality (Fl)=Absent, Modality (T1)=Absent, Modality (T1c)=Absent, Modality (T2)=Present2026.05 | 43.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=T22022.06 | 43.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=F, T12022.06 | 42.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMCFormerModality (Fl)=Absent, Modality (T1)=Present, Modality (T1c)=Absent, Modality (T2)=Absent2026.05 | 42.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=F2022.06 | 39.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModality (Fl)=Present, Modality (T1)=Absent, Modality (T1c)=Absent, Modality (T2)=Absent2026.05 | 39.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| M3AEModality (Fl)=Absent, Modality (T1)=Present, Modality (T1c)=Absent, Modality (T2)=Absent2026.05 | 37.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| M3AEModality (Fl)=Present, Modality (T1)=Absent, Modality (T1c)=Absent, Modality (T2)=Absent2026.05 | 35.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModalities=T12022.06 | 32.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerModality (Fl)=Absent, Modality (T1)=Present, Modality (T1c)=Absent, Modality (T2)=Absent2026.05 | 32.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=T1, T22022.06 | 32.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=F, T1, T22022.06 | 32.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=F, T22022.06 | 32.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=F, T1, T22022.06 | 31.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=F, T22022.06 | 30.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=F, T12022.06 | 27.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=T22022.06 | 25.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=T1, T22022.06 | 24.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=F2022.06 | 23.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModality (Fl)=Present, Modality (T1)=Absent, Modality (T1c)=Absent, Modality (T2)=Absent2026.05 | 23.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=T22022.06 | 22.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModality (Fl)=Absent, Modality (T1)=Absent, Modality (T1c)=Absent, Modality (T2)=Present2026.05 | 22.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=F2022.06 | 11.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=F, T12022.06 | 10.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HeMISModalities=T12022.06 | 10.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModalities=T12022.06 | 8.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-HVEDModality (Fl)=Absent, Modality (T1)=Present, Modality (T1c)=Absent, Modality (T2)=Absent2026.05 | 8.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mmFormerFuzzy-regularization=false2026.01 | — | 32.53 | 43.05 | 72.6 | 39.33 | 75.07 | 47.52 | 74.51 | 42.96 | 74.04 | 44.99 | 75.67 | 75.47 | 47.7 | 74.75 | 77.61 | 59.85 | |
| mmFormerFuzzy-regularization=true2026.01 | — | 34.95 | 37.16 | 67.98 | 36.94 | 69.88 | 43.19 | 69.19 | 42.68 | 69.24 | 41.23 | 71.35 | 70.78 | 46.19 | 70.49 | 70.89 | 56.14 | |
| SwinUNRTRFuzzy-regularization=false2026.01 | — | 37.44 | 42.53 | 72.2 | 42.37 | 75.72 | 45.94 | 73.23 | 43.87 | 73.44 | 46.09 | 75.67 | 74.79 | 47.06 | 74.08 | 76.24 | 60.04 | |
| SwinUNRTRFuzzy-regularization=true2026.01 | — | 39.43 | 46.96 | 74.06 | 43.72 | 79.62 | 50.96 | 75.6 | 50.12 | 76.24 | 50.24 | 77.87 | 78.33 | 52.68 | 76.4 | 78.01 | 63.35 | |
| U-HeMISFuzzy-regularization=false2026.01 | — | 10.16 | 25.63 | 62.02 | 11.78 | 66.1 | 30.22 | 67.83 | 10.71 | 66.22 | 32.39 | 68.72 | 68.54 | 31.07 | 69.92 | 70.24 | 46.1 | |
| U-HVEDFuzzy-regularization=false2026.01 | — | 8.6 | 22.82 | 57.64 | 23.8 | 68.36 | 32.31 | 67.83 | 27.96 | 61.11 | 24.29 | 68.93 | 68.6 | 32.34 | 67.75 | 69.03 | 46.76 |