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ResearchFormerly WizWand

Medical Image Segmentation on MSD Pancreas

69.8DiceGCNV-Net
47.38853.206559.02564.8435Apr 7, 2026Apr 18, 2026Apr 30, 2026May 12, 2026May 24, 2026Jun 5, 2026Jun 17, 2026
Updated 4mo ago

Evaluation results

MethodLinks
GCNV-NetFLOPs (G)=260.1, Params (M)=62.5, Latency (ms)=52.7, QEA=2.106, Rank=12026.0469.85.61
MedNeXt-MFLOPs (G)=254.6, Params (M)=17.6, Latency (ms)=103.1, QEA=1.743, Rank=2, Stat. Sign.=✓2026.0469.745.71
MedNeXt-LFLOPs (G)=584.7, Params (M)=63.0, Latency (ms)=189.3, QEA=1.191, Rank=4, Stat. Sign.=✓2026.0469.35.77
SwinUNETRFLOPs (G)=774.8, Params (M)=62.0, Latency (ms)=27.3, QEA=0.859, Rank=9, Stat. Sign.=✓2026.0468.75.73
nnU-Net-ResEncMFLOPs (G)=1432.0, Params (M)=102.3, Latency (ms)=44.6, QEA=1.107, Rank=5, Stat. Sign.=✓2026.0468.125.7
nnU-Net-ResEncLFLOPs (G)=1432.0, Params (M)=102.3, Latency (ms)=44.6, QEA=0.873, Rank=8, Stat. Sign.=✓2026.0467.865.89
U-Mamba-BotFLOPs (G)=976.6, Params (M)=59.6, Latency (ms)=121.9, QEA=0.938, Rank=7, Stat. Sign.=✓2026.0467.665.86
U-Mamba-EncFLOPs (G)=976.6, Params (M)=59.6, Latency (ms)=114.7, QEA=0.727, Rank=11, Stat. Sign.=✓2026.0466.756
nnU-Net-NoResEncFLOPs (G)=951.0, Params (M)=31.2, Latency (ms)=33.7, QEA=1.660, Rank=3, Stat. Sign.=✓2026.0466.545.99
DRDTeacher=SAT 77.21, Student=Unet3D2026.0566.41—
E2ENetFLOPs (G)=482.7, Params (M)=14.9, Latency (ms)=64.9, QEA=0.853, Rank=10, Stat. Sign.=✓2026.0466.135.97
nnFormerFLOPs (G)=420.6, Params (M)=150.3, Latency (ms)=72.3, QEA=0.554, Rank=12, Stat. Sign.=✓2026.0465.416
PaNSegNetFLOPs (G)=953.0, Params (M)=44.2, Latency (ms)=33.4, QEA=0.439, Rank=13, Stat. Sign.=✓2026.0464.046.01
SegFormer3DFLOPs (G)=15.3, Params (M)=4.5, Latency (ms)=5.0, QEA=1.060, Rank=6, Stat. Sign.=✓2026.0463.736.15
DINO-Med3D-LParams (M)=3342026.0661.26.4
DINO-Med3D-BParams (M)=1122026.0659.57.08
DINO-Med3D-SParams (M)=472026.0658.589.36
nnU-NetParams (M)=312026.0656.936.93
nnFormerParams (M)=1502026.0654.4210.83
U-MambaParams (M)=432026.065314.62
SwinUNETRParams (M)=622026.0651.8520.51
VoCo (Swin-L)Params (M)=2482026.0651.3733.72
Dino U-NetParams (M)=3182026.0648.2514.01