Whole Tumor Segmentation on BraTS 2018
90.3DSC (%)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)=Present2026.05 | 90.3 | |
| mmFormerModalities=F, T1c, T1, T22022.06 | 89.64 | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Present, Modality (T1)=Absent, Modality (T1c)=Absent, Modality (T2)=Absent2026.05 | 89 | |
| U-HVEDModalities=F, T1c, T1, T22022.06 | 88.46 | |
| mmFormerModalities=F, T1c, T22022.06 | 88.14 | |
| U-HVEDModalities=F, T1c, T22022.06 | 88.09 | |
| U-HVEDModalities=F, T1, T22022.06 | 88.07 | |
| mmFormerModalities=F, T1, T22022.06 | 87.75 | |
| mmFormerModalities=F, T22022.06 | 87.59 | |
| U-HVEDModalities=F, T22022.06 | 87.58 | |
| mmFormerModalities=F, T1c, T12022.06 | 87.33 | |
| mmFormerModalities=F, T1c2022.06 | 87.3 | |
| mmFormerModalities=F, T12022.06 | 87.06 | |
| U-HVEDModalities=F, T1c, T12022.06 | 86.72 | |
| mmFormerModalities=F2022.06 | 86.1 | |
| U-HVEDModalities=F, T1c2022.06 | 85.93 | |
| U-HVEDModalities=F, T12022.06 | 85.71 | |
| U-HeMISModalities=F, T1c, T1, T22022.06 | 84.74 | |
| U-HVEDModalities=F2022.06 | 84.39 | |
| U-HeMISModalities=T1c, T1, T22022.06 | 83.94 | |
| U-HeMISModalities=F, T1c, T22022.06 | 83.85 | |
| U-HeMISModalities=F, T1, T22022.06 | 83.43 | |
| mmFormerModalities=T1c, T22022.06 | 82.99 | |
| U-HeMISModalities=F, T22022.06 | 82.95 | |
| mmFormerAggregation=Average2022.06 | 82.94 | |
| mmFormerModalities=T1c, T1, T22022.06 | 82.71 | |
| U-HeMISModalities=T1c, T22022.06 | 82.48 | |
| U-HeMISModalities=T1, T22022.06 | 82.41 | |
| U-HVEDModalities=T1c, T1, T22022.06 | 82.32 | |
| mmFormerModalities=T1, T22022.06 | 82.2 | |
| U-HVEDModalities=T1, T22022.06 | 81.56 | |
| U-HVEDModalities=T1c, T22022.06 | 81.32 | |
| mmFormerModalities=T22022.06 | 81.15 | |
| U-HeMISModalities=T22022.06 | 80.96 | |
| U-HVEDModalities=T22022.06 | 79.83 | |
| U-HVEDAggregation=Average2022.06 | 79.16 | |
| Virtual Nodes Guided Dynamic Graph Neural NetworkModality (Fl)=Absent, Modality (T1)=Present, Modality (T1c)=Absent, Modality (T2)=Absent2026.05 | 78.9 | |
| mmFormerModalities=T1c, T12022.06 | 74.42 | |
| U-HeMISAggregation=Average2022.06 | 74.05 | |
| U-HeMISModalities=F, T1c, T12022.06 | 72.31 | |
| mmFormerModalities=T1c2022.06 | 72.22 | |
| U-HeMISModalities=F, T1c2022.06 | 68.99 | |
| U-HeMISModalities=T1c, T12022.06 | 68.47 | |
| mmFormerModalities=T12022.06 | 67.52 | |
| U-HeMISModalities=F, T12022.06 | 64.62 | |
| U-HVEDModalities=T1c, T12022.06 | 64.22 | |
| U-HeMISModalities=T1c2022.06 | 61.53 | |
| U-HeMISModalities=T12022.06 | 57.62 | |
| U-HVEDModalities=T1c2022.06 | 53.62 | |
| U-HeMISModalities=F2022.06 | 52.48 | |
| U-HVEDModalities=T12022.06 | 49.51 |