Cardiac Ultrasound Segmentation on CAMUS (test)
92.01DSCHiera-based adaptive framework
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Hiera-based adaptive frameworkSupervision Level=100%2025.03 | 92.01 | 6.75 | — | — | |
| nnUNetSupervision Level=100%2025.03 | 91.69 | 6.35 | — | — | |
| SAMUSSupervision Level=100%2025.03 | 91.11 | 8.79 | — | — | |
| Hiera-based adaptive frameworkSupervision Level=10%2025.03 | 90.3 | 8.44 | — | — | |
| MedNeXtSupervision Level=100%2025.03 | 89.49 | 9.83 | — | — | |
| nnUNetSupervision Level=10%2025.03 | 89.36 | 8.83 | — | — | |
| SwinUNETRSupervision Level=100%2025.03 | 89.36 | 12.24 | — | — | |
| UNetSupervision Level=100%2025.03 | 87.7 | 15.05 | — | — | |
| SAMUSSupervision Level=10%2025.03 | 87.43 | 16.24 | — | — | |
| SwinUNETRSupervision Level=10%2025.03 | 84.99 | 23.81 | — | — | |
| MedSAM2Supervision Level=100%2025.03 | 84.76 | 12.96 | — | — | |
| MedNeXtSupervision Level=10%2025.03 | 84.73 | 26.16 | — | — | |
| Hiera-based adaptive frameworkSupervision Level=1%2025.03 | 81.96 | 17.16 | — | — | |
| UNetSupervision Level=10%2025.03 | 80.14 | 26.36 | — | — | |
| SAMUSSupervision Level=1%2025.03 | 75 | 26.29 | — | — | |
| nnU-NetStructure=LV Endocardium, Cases=52026.01 | 74.73 | — | — | — | |
| SynthFM-3DStructure=LV Endocardium, Cases=52026.01 | 72.41 | — | — | — | |
| SwinUNETRSupervision Level=1%2025.03 | 71.77 | 48.8 | — | — | |
| SynthFM-3DStructure=LV Endocardium, Cases=22026.01 | 70.39 | — | — | — | |
| nnUNetSupervision Level=1%2025.03 | 67.02 | 54.22 | — | — | |
| SynthFM-3DStructure=LA, Cases=52026.01 | 64.97 | — | — | — | |
| SynthFM-3DStructure=LA, Cases=22026.01 | 64.72 | — | — | — | |
| MedNeXtSupervision Level=1%2025.03 | 63.3 | 48.23 | — | — | |
| UNetSupervision Level=1%2025.03 | 59.49 | 51.51 | — | — | |
| SAM2.1Structure=LV Endocardium, Cases=22026.01 | 58.31 | — | — | — | |
| SAM2.1Structure=LV Endocardium, Cases=52026.01 | 55.12 | — | — | — | |
| nnU-NetStructure=LV Endocardium, Cases=22026.01 | 51.95 | — | — | — | |
| nnU-NetStructure=LA, Cases=52026.01 | 46.39 | — | — | — | |
| MedSAM2Supervision Level=10%2025.03 | 44.24 | 42.21 | — | — | |
| SAM-Med3DStructure=LA, Cases=52026.01 | 44.24 | — | — | — | |
| SAM-Med3DStructure=LA, Cases=22026.01 | 44.04 | — | — | — | |
| SAM-Med3DStructure=LV Endocardium, Cases=22026.01 | 41.93 | — | — | — | |
| SAM-Med3DStructure=LV Endocardium, Cases=52026.01 | 41.82 | — | — | — | |
| SAM2.1Structure=LA, Cases=22026.01 | 41.56 | — | — | — | |
| nnU-NetStructure=LA, Cases=22026.01 | 40.04 | — | — | — | |
| SAM2.1Structure=LA, Cases=52026.01 | 38.68 | — | — | — | |
| MedSAM2Supervision Level=1%2025.03 | 9.75 | 137.29 | — | — | |
| EchoApextype=Vision foundation model2025.12 | — | — | 93.8 | 90.8 | |
| EchoVLM2025.12 | — | — | 93.8 | 90.2 | |
| MedSAMtype=Task-specific model2025.12 | — | — | 87.2 | 80.3 | |
| Specialisttype=Task-specific model2025.12 | — | — | 92.8 | 90.4 |