Echocardiography Segmentation on CAMUS (test)
94.9Dice (Avg)Intra-expert var. (CAMUS)
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Intra-expert var. (CAMUS)2025.10 | 94.9 | 94.4 | 95.4 | 4.3 | 5 | 4.6 | 100 | — | — | |
| RL4Seg3DTraining configuration / Reward components=Anat.+LM2025.10 | 94.2 | 92.8 | 95.6 | 4.9 | 4.9 | 4.9 | 96.9 | 85.9 | — | |
| RL4Seg3DTest-time optimization=true2025.10 | 94.2 | 92.8 | 95.6 | 4.7 | 4.8 | 4.7 | 99.2 | 93 | — | |
| RL4Seg3DTraining configuration / Reward components=Anat.+LM+T.Pen.2025.10 | 94 | 92.5 | 95.4 | 5 | 5.1 | 5 | 97.7 | 88.3 | — | |
| CISR-NetVenue/Year=-2026.07 | 93.87 | — | — | — | — | 3.29 | — | — | 1.33 | |
| nnU-Net2025.10 | 93.8 | 92.6 | 95 | 6.2 | 9.5 | 7.8 | 48.4 | 46.9 | — | |
| NCMNetVenue/Year=TMI 20252026.07 | 93.56 | — | — | — | — | 4.08 | — | — | 1.83 | |
| RL4Seg3DTraining configuration / Reward components=Anat. only2025.10 | 93.5 | 92.2 | 94.7 | 5.3 | 6.1 | 5.7 | 98.4 | 78.1 | — | |
| XMem++Venue/Year=ICCV 20232026.07 | 93.45 | — | — | — | — | 3.45 | — | — | 1.42 | |
| MaskedSSL2025.10 | 93.3 | 91.5 | 95.1 | 6.2 | 6.4 | 6.3 | 64.1 | 56.3 | — | |
| PKEcho-NetVenue/Year=AAAI 20232026.07 | 93.23 | — | — | — | — | 6.03 | — | — | 2.46 | |
| RL4Seg (2D)Model dimensionality=2D2025.10 | 93.2 | 91.5 | 94.9 | 5.6 | 5.8 | 5.7 | 84.4 | 58.6 | — | |
| EchoONEVenue/Year=CVPR 20252026.07 | 93.07 | — | — | — | — | 3.85 | — | — | 1.61 | |
| UA-MT2025.10 | 93 | 91.5 | 94.4 | 6.8 | 8.1 | 7.4 | 31.3 | 26.6 | — | |
| MemSAMVenue/Year=CVPR 20242026.07 | 92.88 | — | — | — | — | 4.09 | — | — | 1.65 | |
| SimLVSegVenue/Year=UMB 20242026.07 | 92.88 | — | — | — | — | 4.69 | — | — | 1.75 | |
| H2FormerVenue/Year=TMI 20232026.07 | 92.34 | — | — | — | — | 4.75 | — | — | 1.86 | |
| Baseline 3D U-NetModel dimensionality=3D2025.10 | 92.2 | 90.8 | 93.6 | 8.5 | 9.4 | 8.9 | 27.3 | 23.4 | — | |
| MemSAM2025.10 | 91.6 | 90 | 93.2 | 7.4 | 8.1 | 7.7 | 48.4 | 39.8 | — | |
| VideoMambaVenue/Year=ECCV 20242026.07 | 91.26 | — | — | — | — | 6.28 | — | — | 2.67 | |
| SAMUS2025.10 | 91 | 88.3 | 93.7 | 7.2 | 15.9 | 11.6 | 0 | 0 | — | |
| MedSAM2025.10 | 85.8 | 90.5 | 81.1 | 6.3 | 14.3 | 10.3 | 0 | 0 | — |