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ResearchFormerly WizWand

Medical Image Segmentation on MSD Prostate

0.86Dice CoefficientSAMRIbp
0.68320.72910.7750.8209Oct 30, 2025Nov 30, 2025Dec 31, 2025Feb 1, 2026Mar 4, 2026Apr 4, 2026May 6, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SAMRIbpPrompting Strategy=box+point2025.100.867.712.59
SAM-ViTB2025.100.85102.75
SAMRIboxPrompting Strategy=box-only2025.100.819.363.32
DRDTeacher=SAT 72.76, Student=Unet3D2026.050.7755——
GCNV-NetFLOPs (G)=260.1, Params (M)=62.5, Latency (ms)=52.7, QEA=2.106, Rank=12026.040.747213.05—
nnU-Net-ResEncMFLOPs (G)=1432.0, Params (M)=102.3, Latency (ms)=44.6, QEA=1.107, Rank=5, Stat. Sign.=✓2026.040.740715.26—
nnU-Net-ResEncLFLOPs (G)=1432.0, Params (M)=102.3, Latency (ms)=44.6, QEA=0.873, Rank=8, Stat. Sign.=✓2026.040.739115.79—
MedNeXt-MFLOPs (G)=254.6, Params (M)=17.6, Latency (ms)=103.1, QEA=1.743, Rank=2, Stat. Sign.=✓2026.040.736416.73—
nnU-Net-NoResEncFLOPs (G)=951.0, Params (M)=31.2, Latency (ms)=33.7, QEA=1.660, Rank=3, Stat. Sign.=✓2026.040.733217.82—
MedNeXt-LFLOPs (G)=584.7, Params (M)=63.0, Latency (ms)=189.3, QEA=1.191, Rank=4, Stat. Sign.=✓2026.040.72919.25—
SwinUNETRFLOPs (G)=774.8, Params (M)=62.0, Latency (ms)=27.3, QEA=0.859, Rank=9, Stat. Sign.=✓2026.040.725220.54—
nnFormerFLOPs (G)=420.6, Params (M)=150.3, Latency (ms)=72.3, QEA=0.554, Rank=12, Stat. Sign.=✓2026.040.723621.08—
U-Mamba-BotFLOPs (G)=976.6, Params (M)=59.6, Latency (ms)=121.9, QEA=0.938, Rank=7, Stat. Sign.=✓2026.040.719322.57—
E2ENetFLOPs (G)=482.7, Params (M)=14.9, Latency (ms)=64.9, QEA=0.853, Rank=10, Stat. Sign.=✓2026.040.712324.95—
PaNSegNetFLOPs (G)=953.0, Params (M)=44.2, Latency (ms)=33.4, QEA=0.439, Rank=13, Stat. Sign.=✓2026.040.707726.51—
SegFormer3DFLOPs (G)=15.3, Params (M)=4.5, Latency (ms)=5.0, QEA=1.060, Rank=6, Stat. Sign.=✓2026.040.705327.34—
U-Mamba-EncFLOPs (G)=976.6, Params (M)=59.6, Latency (ms)=114.7, QEA=0.727, Rank=11, Stat. Sign.=✓2026.040.705227.36—
MedSAM2025.100.6911.364.47