Echocardiography Video Segmentation and Ejection Fraction Estimation on CAMUS
90.47Pearson CorrelationHSS-Net
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HSS-NetParams=31.2M, FLOPS=5.6G, Resolution=256 x 2562025.08 | 90.47 | 2.43 | 5.02 | 93.89 | 11.29 | |
| GDKVM2025.12 | 90.4 | -0.19 | 11.3 | — | — | |
| SimLVSeg2025.12 | 89.5 | 1.83 | 13.8 | — | — | |
| DSA2025.12 | 89.1 | 0.86 | 13.4 | — | — | |
| MemSAM2025.12 | 87.8 | -0.89 | 12.3 | — | — | |
| TransUNetParams=105.3M, FLOPS=38.6G, Resolution=256 x 2562025.08 | 86.22 | 1.72 | 6.07 | 92.73 | 13.71 | |
| PKEchoNet2025.12 | 86.2 | -1.53 | 16.4 | — | — | |
| SSCFParams=53.7M, FLOPS=15.1G, Resolution=256 x 2562025.08 | 84.48 | 4.11 | 6.37 | 92.59 | 14.18 | |
| H2FormerParams=33.7M, FLOPS=33.1G, Resolution=256 x 2562025.08 | 82.35 | 5.79 | 6.87 | 91.78 | 16.06 | |
| UNet++Params=26.9M, FLOPS=37.7G, Resolution=256 x 2562025.08 | 81.68 | 6.05 | 6.81 | 91.87 | 16.16 | |
| Vision LSTM2025.12 | 80.6 | -0.31 | 18.8 | — | — | |
| SegFormerParams=47.4M, FLOPS=20.9G, Resolution=256 x 2562025.08 | 79.1 | 7.84 | 7.21 | 91.17 | 18.46 | |
| Cutie2025.12 | 78.7 | 1.67 | 21.7 | — | — | |
| VivimParams=59.6M, FLOPS=20.6G, Resolution=256 x 2562025.08 | 78.09 | 5.75 | 7.35 | 92.79 | 12.74 | |
| VideoMamba2025.12 | 78 | -4.49 | 19.4 | — | — | |
| PKEchoNetParams=25.7M, FLOPS=7.2G, Resolution=256 x 2562025.08 | 76.2 | 4.13 | 8.45 | 93.02 | 12.93 | |
| VideoMambaParams=75.6M, FLOPS=22.0G, Resolution=256 x 2562025.08 | 75.21 | 8.02 | 8 | 91.53 | 16.43 | |
| XMem++2025.12 | 74.6 | 1.7 | 21.9 | — | — |