LVEF estimation on EchoNet-Dynamic (test)
3.83MAECardiacNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CardiacNetFrames=16, FLOPs=7949G, Params=282025.03 | 3.83 | — | — | |
| CoReEchoFrames=36, FLOPs=58.92G, Params=212025.03 | 3.9 | 5.13 | 0.82 | |
| Echo-E3NetFrames=64, FLOPs=8.05G, Params=1.552025.03 | 3.93 | 5.2 | 0.82 | |
| EchoCoTr-SFrames=36, FLOPs=19.611G2025.03 | 3.95 | 5.17 | 0.82 | |
| EchoCoTr-BFrames=36, FLOPs=44.907G, Params=212025.03 | 3.98 | 5.34 | 0.81 | |
| EchoGraphs (2)Frames=16, FLOPs=40.739G, Params=27.62025.03 | 4.01 | 5.36 | 0.81 | |
| EchoNet-Dynamic (2)Frames=beat-to-beat, Params=322025.03 | 4.05 | 5.32 | 0.81 | |
| R3DFrames=32, FLOPs=92.273G2025.03 | 4.22 | 5.62 | 0.79 | |
| EchoNet-Dynamic (1)Frames=32, FLOPs=91.974G, Params=322025.03 | 4.22 | 5.56 | 0.79 | |
| MC3Frames=32, FLOPs=97.656G2025.03 | 4.45 | 5.68 | 0.76 | |
| EchoGNNFrames=64, Params=1.72025.03 | 4.45 | — | 0.77 | |
| Originalk=null (Original Data), validation=5-fold cross-validation2026.03 | 4.93 | 6.71 | 0.7 | |
| LRM-Functaok=2, validation=5-fold cross-validation2026.03 | 5.29 | 7.14 | 0.67 | |
| LRM-Functabk=2, validation=5-fold cross-validation2026.03 | 5.7 | 7.63 | 0.67 | |
| UVT M.Frames=128, FLOPs=130.00G2025.03 | 5.95 | 8.38 | 0.52 | |
| UVT R.Frames=128, FLOPs=130.00G2025.03 | 6.77 | 8.7 | 0.48 | |
| Autoencoderk=2, validation=5-fold cross-validation2026.03 | 7.16 | 9.79 | 0.47 | |
| VidFunctak=2, validation=5-fold cross-validation2026.03 | 9.14 | 13.09 | -0.02 | |
| Coin++k=2, validation=5-fold cross-validation2026.03 | 9.15 | 12.17 | 0.03 | |
| MedFunctak=2, validation=5-fold cross-validation2026.03 | 9.42 | 12.94 | -0.02 |