Neoplasm Segmentation on BUSI
93.2Dice CoefficientSAM2+OBBSeg(Circle)
Evaluation Results
| Method | Links | |
|---|---|---|
| SAM2+OBBSeg(Circle)Year=Ours, Supervision=weak+prompt2026.07 | 93.2 | |
| SAM2+OBBSeg(Box)Year=Ours, Supervision=weak+prompt2026.07 | 92.7 | |
| SAM2+OBBSeg(Scribble)Year=Ours, Supervision=weak+prompt2026.07 | 89.9 | |
| SAM2(Box)Year=2024, Supervision=full+prompt2026.07 | 89.5 | |
| SAM3(Box)Year=2025, Supervision=full+prompt2026.07 | 88.6 | |
| SAM2+OBBSeg(Point)Year=Ours, Supervision=weak+prompt2026.07 | 87 | |
| SAM2(Point)Year=2024, Supervision=full+prompt2026.07 | 86.2 | |
| MedCAGDParams=30.60 M, Flops=05.00 G2026.07 | 83.47 | |
| EMCADYear=2024CVPR, Supervision=full2026.07 | 80.3 | |
| EMCADParams=26.76 M, Flops=05.60 G2026.07 | 80.25 | |
| SANetYear=2021MICCAI, Supervision=full2026.07 | 80.1 | |
| MCADSParams=50.90 M, Flops=61.89 G2026.07 | 80.03 | |
| UCTransNetParams=65.60 M, Flops=56.70 G2026.07 | 79.53 | |
| CASCADEYear=2023WACV, Supervision=full2026.07 | 79.2 | |
| PraNetYear=2020MICCAI, Supervision=full2026.07 | 78.6 | |
| TransUNetParams=105.32 M, Flops=38.52 G2026.07 | 78.3 | |
| WeakPolyp+M2OSupervision=weak2026.07 | 77.7 | |
| Swin-UnetParams=27.17 M, Flops=06.20 G2026.07 | 77.38 | |
| DeepLabv3+Params=39.76 M, Flops=14.92 G2026.07 | 76.81 | |
| nnU-NetParams=31.29 M, Flops=55.26 G2026.07 | 76.46 | |
| WeakPolypYear=2023MICCAI, Supervision=weak2026.07 | 75.7 | |
| PraNetParams=32.55 M, Flops=06.93 G2026.07 | 75.14 | |
| U-Net++Year=2018DLMIA, Supervision=full2026.07 | 74.8 | |
| UNeXtParams=1.470 M, Flops=0.570 G2026.07 | 74.71 | |
| VM-UNetParams=27.43 M, Flops=04.12 G2026.07 | 74.69 | |
| AttnUNetSupervision=full2026.07 | 74.5 | |
| AttnUNetParams=34.88 M, Flops=66.64 G2026.07 | 74.48 | |
| UNet++Params=09.16 M, Flops=34.65 G2026.07 | 74.46 | |
| U-NetParams=34.53 M, Flops=65.53 G2026.07 | 74.04 | |
| U-NetYear=2015MICCAI, Supervision=full2026.07 | 74 | |
| Swin-UMambaParams=60.00 M, Flops=68.00 G2026.07 | 73.38 | |
| SAM3(Point)Year=2025, Supervision=full+prompt2026.07 | 72.4 | |
| MEGANetYear=2024CVPR, Supervision=full2026.07 | 45.5 |