Left Atrium Segmentation on LA database (test)
92.8DiceGround Truth (upper bound)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ground Truth (upper bound)Acceleration factor (R)=42026.03 | 92.8 | — | — | — | |
| C-DPBNetSetting=R-C2024.07 | 92.57 | 86.24 | 2.74 | 0.85 | |
| R-DPBNetSetting=R-R2024.07 | 92.5 | 86.1 | 2.83 | 0.94 | |
| Yang et al.Setting=C-C2024.07 | 92.24 | 85.64 | — | 1.49 | |
| UMSMLNetSetting=C-C2024.07 | 92.02 | 85.28 | 2.84 | 0.89 | |
| LANetSetting=C-C2024.07 | 92 | 86 | 2.88 | 0.86 | |
| VNetSetting=C-C2024.07 | 91.85 | 85.01 | 2.92 | 0.96 | |
| Zhao et al.Setting=C-C2024.07 | 91.79 | — | 2.87 | — | |
| CANetSetting=C-C2024.07 | 91.24 | 83.96 | 5.71 | 1.57 | |
| SEGANetSetting=C-C2024.07 | 91 | 84 | — | 1 | |
| Unrolled EDSRAcceleration factor (R)=42026.03 | 89.3 | — | — | — | |
| UnrolledAcceleration factor (R)=42026.03 | 88.4 | — | — | — | |
| 3D U-NetModel Type=FS Upperbound2026.04 | 88.18 | — | — | — | |
| Self-Guided DIPAcceleration factor (R)=42026.03 | 83.5 | — | — | — | |
| Compressed SensingAcceleration factor (R)=42026.03 | 80.9 | — | — | — | |
| SemiSAM-O1Model Type=SemiSAM-O1, Setting=MT / SAM-Med3D, Iteration=R22026.04 | 76.78 | — | — | — | |
| SemiSAM-O1Model Type=SemiSAM-O1, Setting=MT / SAM-Med3D, Iteration=R32026.04 | 75.66 | — | — | — | |
| SemiSAM-O1Model Type=SemiSAM-O1, Setting=MT / SAM-Med3D, Iteration=R12026.04 | 72.02 | — | — | — | |
| H-SAMModel Type=SAM fine-tuning2026.04 | 67.73 | — | — | — | |
| SAMedModel Type=SAM fine-tuning2026.04 | 64.16 | — | — | — | |
| Auto-SAM-Med3DModel Type=SAM fine-tuning2026.04 | 61.07 | — | — | — | |
| SDCL†Model Type=SSL Methods2026.04 | 59.75 | — | — | — | |
| AutoSAMModel Type=SAM fine-tuning2026.04 | 57.99 | — | — | — | |
| FM-MVSSLModel Type=SemiSAM-Based, Setting=MT / SAM-Med3D2026.04 | 51.52 | — | — | — | |
| MVC-SemiSAMModel Type=SemiSAM-Based, Setting=MT / SAM-Med3D2026.04 | 50.74 | — | — | — | |
| SemiSAM+Model Type=SemiSAM-Based, Setting=MT / SAM-Med3D2026.04 | 48.91 | — | — | — | |
| ACMTModel Type=SSL Methods2026.04 | 44.17 | — | — | — | |
| UGMCLModel Type=SSL Methods2026.04 | 44.08 | — | — | — | |
| MTModel Type=SSL Methods2026.04 | 40.64 | — | — | — | |
| 3D U-NetModel Type=FS Baseline2026.04 | 37.97 | — | — | — | |
| MA-SAMModel Type=SAM fine-tuning2026.04 | 36.67 | — | — | — |