Video Generation on EchoNet-Dynamic (test)
17.4FIDEchoSyn
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| EchoSynConditions=EF, Labels=manual EF labels2025.12 | 17.4 | 71.4 | 168.3 | 2.31 | |
| EchoDiff.Conditions=EF, Labels=manual EF labels2025.12 | 24 | 228 | — | 2.59 | |
| baselineFrames=64, Conditions=EF+motion, Labels=manual EF labels2025.12 | 25.9 | 131.1 | — | 2.45 | |
| baselineFrames=128, Conditions=EF+motion, Labels=manual EF labels2025.12 | 32.3 | 136 | 360.8 | 2.31 | |
| MCDM (ReID)Frames=64, Conditions=motion, Labels=label-free2025.12 | 46 | 236.1 | — | 2.13 | |
| MCDM (ReID+Flow)Frames=64, Conditions=motion, Labels=label-free2025.12 | 47.1 | 225.1 | — | 2.19 | |
| baselineFrames=64, Conditions=motion+ap, Labels=label-free2025.12 | 47.9 | 249.3 | — | 2.17 | |
| baselineFrames=64, Conditions=motion, Labels=label-free2025.12 | 48.8 | 244.2 | — | 2.15 | |
| MCDM (Flow)Frames=128, Conditions=motion 64, Labels=label-free2025.12 | 56.8 | 256 | 636.2 | 1.98 | |
| baselineFrames=128, Conditions=motion+ap, Labels=label-free2025.12 | 60.8 | 291.6 | 816.8 | 1.97 | |
| MCDM (ReID)Frames=128, Conditions=motion, Labels=label-free2025.12 | 61.4 | 283.1 | 622.9 | 1.95 | |
| MCDM (ReID+Flow)Frames=128, Conditions=motion, Labels=label-free2025.12 | 62.5 | 262.8 | 553.2 | 1.95 | |
| baselineFrames=128, Conditions=motion, Labels=label-free2025.12 | 67.6 | 286.7 | 566.6 | 1.93 |