Ultrasound Image Segmentation on TN3K
85.48Dice CoefficientEP-SAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EP-SAMPrompt=point2026.07 | 85.48 | — | 27.26 | — | |
| CC-SAMPrompt=LLM2026.07 | 85.2 | — | 27.1 | — | |
| Att-UNetParams=34.88M, FLOPs=66.92G2026.06 | 84.96 | — | 28.76 | — | |
| TransUNetParams=105.32M, FLOPs=32.24G2026.06 | 84.73 | — | 23.65 | — | |
| SAMUSPrompt=point2026.07 | 84.45 | — | 28.22 | — | |
| UltraSeg-500KParams=0.50M, FLOPs=0.54G2026.06 | 84.28 | — | 28.54 | — | |
| UNetParams=31.04M, FLOPs=54.80G2026.06 | 84 | — | 30.44 | — | |
| UltraSeg-130KParams=0.13M, FLOPs=0.15G2026.06 | 83.87 | — | 29.38 | — | |
| EP-SAMPrompt=x2026.07 | 83.65 | — | 28.65 | — | |
| UN-SAMPrompt=x2026.07 | 82.88 | — | 30.04 | — | |
| H2FormerPrompt=x2026.07 | 82.48 | — | 30.58 | — | |
| AAU-NetPrompt=x2026.07 | 82.28 | — | 30.53 | — | |
| TransUNetPrompt=x2026.07 | 81.44 | — | 30.98 | — | |
| SAMUSPrompt=x2026.07 | 81.41 | — | 31.44 | — | |
| UNet-M-DSParams=1.51M, FLOPs=3.72G2026.06 | 81.2 | — | 36.19 | — | |
| CA-NetPrompt=x2026.07 | 80.52 | — | 33.65 | — | |
| FAT-NetPrompt=x2026.07 | 80.45 | — | 32.77 | — | |
| CE-NetPrompt=x2026.07 | 80.37 | — | 32.79 | — | |
| UNet-S-DSParams=0.39M, FLOPs=1.01G2026.06 | 79.64 | — | 36.62 | — | |
| LB-UNetParams=0.04M, FLOPs=0.10G2026.06 | 79.54 | — | 46.71 | — | |
| CPFNetPrompt=x2026.07 | 79.43 | — | 33.07 | — | |
| MISSFormerPrompt=x2026.07 | 79.42 | — | 32.85 | — | |
| U-NetPrompt=x2026.07 | 79.01 | — | 34.12 | — | |
| UNet++Params=4.87M, FLOPs=6.21G2026.06 | 78.61 | — | 53.7 | — | |
| TransFusePrompt=x2026.07 | 78.5 | — | 32.44 | — | |
| SwitchParams=1.8 M, Labeled Ratio=50%2026.03 | 76.24 | 66.82 | 22.12 | 6.96 | |
| MSAPrompt=point2026.07 | 75.68 | — | 28.95 | — | |
| EGE-UNetParams=0.05M, FLOPs=0.07G2026.06 | 75.14 | — | 46.37 | — | |
| ABDParams=3.6 M, Labeled Ratio=20%2026.03 | 75.08 | 65.43 | 26.26 | 8.92 | |
| MSAPrompt=x2026.07 | 73.68 | — | 31.11 | — | |
| SwitchParams=1.8 M, Labeled Ratio=10%2026.03 | 72.98 | 63.17 | 26.51 | 8.63 | |
| SwitchParams=1.8 M, Labeled Ratio=5%2026.03 | 71.72 | 61.4 | 28.9 | 9.51 | |
| SwinUNetPrompt=x2026.07 | 70.08 | — | 44.13 | — | |
| FastSCNNParams=0.37M, FLOPs=2.21G2026.06 | 69.82 | — | 65.66 | — | |
| SETRPrompt=x2026.07 | 67.8 | — | 44.11 | — | |
| UNeXtParams=1.61M, FLOPs=1.66G2026.06 | 62.03 | — | 96.81 | — | |
| MobileUNetParams=0.14M, FLOPs=0.17G2026.06 | 43.28 | — | 119.19 | — |