Medical Image Segmentation on MSD Pancreas
69.8DiceGCNV-Net
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GCNV-NetFLOPs (G)=260.1, Params (M)=62.5, Latency (ms)=52.7, QEA=2.106, Rank=12026.04 | 69.8 | 5.61 | |
| MedNeXt-MFLOPs (G)=254.6, Params (M)=17.6, Latency (ms)=103.1, QEA=1.743, Rank=2, Stat. Sign.=✓2026.04 | 69.74 | 5.71 | |
| MedNeXt-LFLOPs (G)=584.7, Params (M)=63.0, Latency (ms)=189.3, QEA=1.191, Rank=4, Stat. Sign.=✓2026.04 | 69.3 | 5.77 | |
| SwinUNETRFLOPs (G)=774.8, Params (M)=62.0, Latency (ms)=27.3, QEA=0.859, Rank=9, Stat. Sign.=✓2026.04 | 68.7 | 5.73 | |
| nnU-Net-ResEncMFLOPs (G)=1432.0, Params (M)=102.3, Latency (ms)=44.6, QEA=1.107, Rank=5, Stat. Sign.=✓2026.04 | 68.12 | 5.7 | |
| nnU-Net-ResEncLFLOPs (G)=1432.0, Params (M)=102.3, Latency (ms)=44.6, QEA=0.873, Rank=8, Stat. Sign.=✓2026.04 | 67.86 | 5.89 | |
| U-Mamba-BotFLOPs (G)=976.6, Params (M)=59.6, Latency (ms)=121.9, QEA=0.938, Rank=7, Stat. Sign.=✓2026.04 | 67.66 | 5.86 | |
| U-Mamba-EncFLOPs (G)=976.6, Params (M)=59.6, Latency (ms)=114.7, QEA=0.727, Rank=11, Stat. Sign.=✓2026.04 | 66.75 | 6 | |
| nnU-Net-NoResEncFLOPs (G)=951.0, Params (M)=31.2, Latency (ms)=33.7, QEA=1.660, Rank=3, Stat. Sign.=✓2026.04 | 66.54 | 5.99 | |
| DRDTeacher=SAT 77.21, Student=Unet3D2026.05 | 66.41 | — | |
| E2ENetFLOPs (G)=482.7, Params (M)=14.9, Latency (ms)=64.9, QEA=0.853, Rank=10, Stat. Sign.=✓2026.04 | 66.13 | 5.97 | |
| nnFormerFLOPs (G)=420.6, Params (M)=150.3, Latency (ms)=72.3, QEA=0.554, Rank=12, Stat. Sign.=✓2026.04 | 65.41 | 6 | |
| PaNSegNetFLOPs (G)=953.0, Params (M)=44.2, Latency (ms)=33.4, QEA=0.439, Rank=13, Stat. Sign.=✓2026.04 | 64.04 | 6.01 | |
| SegFormer3DFLOPs (G)=15.3, Params (M)=4.5, Latency (ms)=5.0, QEA=1.060, Rank=6, Stat. Sign.=✓2026.04 | 63.73 | 6.15 | |
| DINO-Med3D-LParams (M)=3342026.06 | 61.2 | 6.4 | |
| DINO-Med3D-BParams (M)=1122026.06 | 59.5 | 7.08 | |
| DINO-Med3D-SParams (M)=472026.06 | 58.58 | 9.36 | |
| nnU-NetParams (M)=312026.06 | 56.93 | 6.93 | |
| nnFormerParams (M)=1502026.06 | 54.42 | 10.83 | |
| U-MambaParams (M)=432026.06 | 53 | 14.62 | |
| SwinUNETRParams (M)=622026.06 | 51.85 | 20.51 | |
| VoCo (Swin-L)Params (M)=2482026.06 | 51.37 | 33.72 | |
| Dino U-NetParams (M)=3182026.06 | 48.25 | 14.01 |