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ResearchFormerly WizWand

Neoplasm Segmentation on BUSI

93.2Dice CoefficientSAM2+OBBSeg(Circle)
43.59256.47169.3582.229Jul 1, 2026Jul 2, 2026Jul 3, 2026Jul 4, 2026Jul 5, 2026Jul 6, 2026Jul 7, 2026
Updated 3mo ago

Evaluation results

MethodLinks
SAM2+OBBSeg(Circle)Year=Ours, Supervision=weak+prompt2026.0793.2
SAM2+OBBSeg(Box)Year=Ours, Supervision=weak+prompt2026.0792.7
SAM2+OBBSeg(Scribble)Year=Ours, Supervision=weak+prompt2026.0789.9
SAM2(Box)Year=2024, Supervision=full+prompt2026.0789.5
SAM3(Box)Year=2025, Supervision=full+prompt2026.0788.6
SAM2+OBBSeg(Point)Year=Ours, Supervision=weak+prompt2026.0787
SAM2(Point)Year=2024, Supervision=full+prompt2026.0786.2
MedCAGDParams=30.60 M, Flops=05.00 G2026.0783.47
EMCADYear=2024CVPR, Supervision=full2026.0780.3
EMCADParams=26.76 M, Flops=05.60 G2026.0780.25
SANetYear=2021MICCAI, Supervision=full2026.0780.1
MCADSParams=50.90 M, Flops=61.89 G2026.0780.03
UCTransNetParams=65.60 M, Flops=56.70 G2026.0779.53
CASCADEYear=2023WACV, Supervision=full2026.0779.2
PraNetYear=2020MICCAI, Supervision=full2026.0778.6
TransUNetParams=105.32 M, Flops=38.52 G2026.0778.3
WeakPolyp+M2OSupervision=weak2026.0777.7
Swin-UnetParams=27.17 M, Flops=06.20 G2026.0777.38
DeepLabv3+Params=39.76 M, Flops=14.92 G2026.0776.81
nnU-NetParams=31.29 M, Flops=55.26 G2026.0776.46
WeakPolypYear=2023MICCAI, Supervision=weak2026.0775.7
PraNetParams=32.55 M, Flops=06.93 G2026.0775.14
U-Net++Year=2018DLMIA, Supervision=full2026.0774.8
UNeXtParams=1.470 M, Flops=0.570 G2026.0774.71
VM-UNetParams=27.43 M, Flops=04.12 G2026.0774.69
AttnUNetSupervision=full2026.0774.5
AttnUNetParams=34.88 M, Flops=66.64 G2026.0774.48
UNet++Params=09.16 M, Flops=34.65 G2026.0774.46
U-NetParams=34.53 M, Flops=65.53 G2026.0774.04
U-NetYear=2015MICCAI, Supervision=full2026.0774
Swin-UMambaParams=60.00 M, Flops=68.00 G2026.0773.38
SAM3(Point)Year=2025, Supervision=full+prompt2026.0772.4
MEGANetYear=2024CVPR, Supervision=full2026.0745.5