Video Prediction on Stochastic Moving-MNIST
154MAESTRPM
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| STRPMType=Gen.2024.10 | 154 | 79.12 | 0.1017 | 117.4 | 83.37 | 0.3216 | |
| PredRNNType=Pred., Loss=FACL2024.10 | 162.1 | 78.12 | 0.0869 | 63.3 | 85.49 | 0.3 | |
| EarthformerType=Pred., Loss=FACL2024.10 | 167.6 | 77.68 | 0.089 | 64.6 | 84.63 | 0.323 | |
| EarthformerType=Pred., Loss=MSE2024.10 | 171.5 | 76.41 | 0.1828 | 320.3 | 75.32 | 0.9407 | |
| PredRNNType=Pred., Loss=MSE2024.10 | 173.8 | 75.66 | 0.1875 | 337.8 | 74.43 | 0.9559 | |
| SimVPType=Pred., Loss=MSE2024.10 | 175.5 | 75.47 | 0.1943 | 350.6 | 72.75 | 0.9819 | |
| ConvLSTMType=Pred., Loss=FACL2024.10 | 180.1 | 74.63 | 0.1092 | 82.3 | 81.72 | 0.3391 | |
| SimVPType=Pred., Loss=FACL2024.10 | 180.2 | 73.94 | 0.1335 | 211.9 | 81.68 | 0.3579 | |
| PreDiffType=Gen.2024.10 | 190.2 | 75.7 | 0.0709 | 30.8 | 79.75 | 0.3052 | |
| ConvLSTMType=Pred., Loss=MSE2024.10 | 196.4 | 69.75 | 0.2538 | 451.5 | 61.48 | 1.1504 | |
| MCVDType=Gen.2024.10 | 219.8 | 71.25 | 0.1033 | 44.7 | 71.84 | 0.3941 | |
| LDCastType=Gen., Setting=8-in-8-out2024.10 | 234 | 70.53 | 0.1541 | 110.7 | 66.45 | 0.4343 |