Medical Image Segmentation on MSD Prostate
0.86Dice CoefficientSAMRIbp
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SAMRIbpPrompting Strategy=box+point2025.10 | 0.86 | 7.71 | 2.59 | |
| SAM-ViTB2025.10 | 0.85 | 10 | 2.75 | |
| SAMRIboxPrompting Strategy=box-only2025.10 | 0.81 | 9.36 | 3.32 | |
| DRDTeacher=SAT 72.76, Student=Unet3D2026.05 | 0.7755 | — | — | |
| GCNV-NetFLOPs (G)=260.1, Params (M)=62.5, Latency (ms)=52.7, QEA=2.106, Rank=12026.04 | 0.7472 | 13.05 | — | |
| nnU-Net-ResEncMFLOPs (G)=1432.0, Params (M)=102.3, Latency (ms)=44.6, QEA=1.107, Rank=5, Stat. Sign.=✓2026.04 | 0.7407 | 15.26 | — | |
| nnU-Net-ResEncLFLOPs (G)=1432.0, Params (M)=102.3, Latency (ms)=44.6, QEA=0.873, Rank=8, Stat. Sign.=✓2026.04 | 0.7391 | 15.79 | — | |
| MedNeXt-MFLOPs (G)=254.6, Params (M)=17.6, Latency (ms)=103.1, QEA=1.743, Rank=2, Stat. Sign.=✓2026.04 | 0.7364 | 16.73 | — | |
| nnU-Net-NoResEncFLOPs (G)=951.0, Params (M)=31.2, Latency (ms)=33.7, QEA=1.660, Rank=3, Stat. Sign.=✓2026.04 | 0.7332 | 17.82 | — | |
| MedNeXt-LFLOPs (G)=584.7, Params (M)=63.0, Latency (ms)=189.3, QEA=1.191, Rank=4, Stat. Sign.=✓2026.04 | 0.729 | 19.25 | — | |
| SwinUNETRFLOPs (G)=774.8, Params (M)=62.0, Latency (ms)=27.3, QEA=0.859, Rank=9, Stat. Sign.=✓2026.04 | 0.7252 | 20.54 | — | |
| nnFormerFLOPs (G)=420.6, Params (M)=150.3, Latency (ms)=72.3, QEA=0.554, Rank=12, Stat. Sign.=✓2026.04 | 0.7236 | 21.08 | — | |
| U-Mamba-BotFLOPs (G)=976.6, Params (M)=59.6, Latency (ms)=121.9, QEA=0.938, Rank=7, Stat. Sign.=✓2026.04 | 0.7193 | 22.57 | — | |
| E2ENetFLOPs (G)=482.7, Params (M)=14.9, Latency (ms)=64.9, QEA=0.853, Rank=10, Stat. Sign.=✓2026.04 | 0.7123 | 24.95 | — | |
| PaNSegNetFLOPs (G)=953.0, Params (M)=44.2, Latency (ms)=33.4, QEA=0.439, Rank=13, Stat. Sign.=✓2026.04 | 0.7077 | 26.51 | — | |
| SegFormer3DFLOPs (G)=15.3, Params (M)=4.5, Latency (ms)=5.0, QEA=1.060, Rank=6, Stat. Sign.=✓2026.04 | 0.7053 | 27.34 | — | |
| U-Mamba-EncFLOPs (G)=976.6, Params (M)=59.6, Latency (ms)=114.7, QEA=0.727, Rank=11, Stat. Sign.=✓2026.04 | 0.7052 | 27.36 | — | |
| MedSAM2025.10 | 0.69 | 11.36 | 4.47 |