Ultrasound Image Segmentation on BUSI
87.7Dice ScoreEP-SAM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EP-SAMPrompt=point2026.07 | 87.7 | — | 22.63 | — | — | |
| CC-SAMPrompt=LLM2026.07 | 87.01 | — | 24.22 | — | — | |
| SAMUSPrompt=point2026.07 | 85.77 | — | 25.49 | — | — | |
| EP-SAMPrompt=x2026.07 | 85.39 | — | 23.9 | — | — | |
| PBE-UNetCategory=Boundary-Assisted Methods2026.04 | 85.34 | 77.52 | 11.66 | 87.95 | 97.16 | |
| UN-SAMPrompt=x2026.07 | 84.76 | — | 25.19 | — | — | |
| PConv-UNetCategory=Ultrasound Segmentation Methods2026.04 | 84.48 | 73.76 | — | 82.7 | — | |
| SAMUSPrompt=x2026.07 | 84.33 | — | 26.37 | — | — | |
| MBE-UNetCategory=Boundary-Assisted Methods2026.04 | 84.14 | 75.02 | 14.12 | 85.45 | 96.16 | |
| CTOCategory=Boundary-Assisted Methods2026.04 | 83.79 | 75.96 | 13.51 | 85.77 | 96.73 | |
| CMUNeXtCategory=Ultrasound Segmentation Methods2026.04 | 83.05 | 74.91 | 14.34 | 83.8 | 96.95 | |
| BGNetCategory=Boundary-Assisted Methods2026.04 | 83.05 | 74.98 | 14.22 | 84.2 | 96.98 | |
| TransUNetCategory=Traditional Segmentation Methods2026.04 | 82.94 | 74.79 | 16.37 | 84.8 | 96.75 | |
| Syn-NetCategory=Ultrasound Segmentation Methods2026.04 | 82.74 | 74.59 | — | 85.5 | — | |
| GGNetCategory=Boundary-Assisted Methods2026.04 | 82.63 | 74.23 | 14.5 | 87.46 | 96.63 | |
| CMUNetCategory=Ultrasound Segmentation Methods2026.04 | 82.62 | 74.64 | 14.79 | 82.8 | 97.11 | |
| TransUNetPrompt=x2026.07 | 82.22 | — | 27.54 | — | — | |
| FAT-NetPrompt=x2026.07 | 82.16 | — | 28.55 | — | — | |
| MSAPrompt=point2026.07 | 81.89 | — | 24.1 | — | — | |
| CA-NetPrompt=x2026.07 | 81.88 | — | 28.67 | — | — | |
| CE-NetPrompt=x2026.07 | 81.6 | — | 29.19 | — | — | |
| H2FormerPrompt=x2026.07 | 81.48 | — | 27.84 | — | — | |
| BFNetCategory=Boundary-Assisted Methods2026.04 | 81.45 | 73.32 | 16.82 | 82.3 | 96.66 | |
| BGRA-GSACategory=Boundary-Assisted Methods2026.04 | 81.43 | 68.75 | — | — | 96.34 | |
| DeeplabV3+Category=Traditional Segmentation Methods2026.04 | 81.31 | 73.19 | 15.73 | 84.3 | 96.25 | |
| AAU-NetPrompt=x2026.07 | 80.81 | — | 28.96 | — | — | |
| CPFNetPrompt=x2026.07 | 80.56 | — | 27.98 | — | — | |
| GFA-NetCategory=Ultrasound Segmentation Methods2026.04 | 79.99 | 70.73 | — | — | — | |
| LGFFMCategory=Ultrasound Segmentation Methods2026.04 | 79.99 | 71.8 | — | — | — | |
| AttUNetCategory=Traditional Segmentation Methods2026.04 | 79.59 | 71.1 | 21.44 | 81.77 | 95.85 | |
| FCN-8sCategory=Traditional Segmentation Methods2026.04 | 79.51 | 70.58 | 20.5 | 81.24 | 96.01 | |
| U-Net++Category=Traditional Segmentation Methods2026.04 | 79.11 | 70.32 | 24.04 | 83.06 | 96.87 | |
| MISSFormerPrompt=x2026.07 | 78.43 | — | 33.1 | — | — | |
| MSAPrompt=x2026.07 | 78.34 | — | 27.25 | — | — | |
| U-NetPrompt=x2026.07 | 78.11 | — | 33.6 | — | — | |
| AAU-netCategory=Ultrasound Segmentation Methods2026.04 | 77.51 | 68.82 | 22.47 | 81.1 | 96.77 | |
| U-NetCategory=Traditional Segmentation Methods2026.04 | 75.57 | 67.38 | 23.61 | 77.21 | 96.1 | |
| TransFusePrompt=x2026.07 | 73.52 | — | 34.95 | — | — | |
| UltraSeg-500KParams=0.50M, FLOPs=0.54G2026.06 | 72.33 | — | 41.89 | — | — | |
| TransUNetParams=105.32M, FLOPs=32.24G2026.06 | 71.59 | — | 33.46 | — | — | |
| UltraSeg-130KParams=0.13M, FLOPs=0.15G2026.06 | 71.49 | — | 38.01 | — | — | |
| UNetParams=31.04M, FLOPs=54.80G2026.06 | 70.58 | — | 53.35 | — | — | |
| SETRPrompt=x2026.07 | 68.22 | — | 40.37 | — | — | |
| UNet-M-DSParams=1.51M, FLOPs=3.72G2026.06 | 67.27 | — | 53.91 | — | — | |
| SwinUNetPrompt=x2026.07 | 67.23 | — | 47.02 | — | — | |
| Att-UNetParams=34.88M, FLOPs=66.92G2026.06 | 66.34 | — | 57.17 | — | — | |
| UNet-S-DSParams=0.39M, FLOPs=1.01G2026.06 | 66.34 | — | 57.17 | — | — | |
| LB-UNetParams=0.04M, FLOPs=0.10G2026.06 | 65.27 | — | 64.43 | — | — | |
| UNet++Params=4.87M, FLOPs=6.21G2026.06 | 62.14 | — | 68.58 | — | — | |
| EGE-UNetParams=0.05M, FLOPs=0.07G2026.06 | 62.09 | — | 71.37 | — | — | |
| FastSCNNParams=0.37M, FLOPs=2.21G2026.06 | 61.18 | — | 76.91 | — | — | |
| UNeXtParams=1.61M, FLOPs=1.66G2026.06 | 49.88 | — | 99.45 | — | — | |
| MobileUNetParams=0.14M, FLOPs=0.17G2026.06 | 35.17 | — | 115.26 | — | — |