Video Prediction on N-body MNIST
0MSETarget
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Target2023.07 | 0 | 0 | 1 | 0 | 0.0132 | 0.0697 | |
| PreDiff#Param. (M)=120.72023.07 | 9.492 | 25.01 | 0.9716 | 0.987 | 0.0226 | 0.1083 | |
| Earthformer#Param. (M)=7.62023.07 | 14.82 | 39.93 | 0.9538 | 6.798 | — | — | |
| PredRNN#Param. (M)=23.82023.07 | 21.76 | 54.32 | 0.9288 | 20.65 | — | — | |
| PreDiff-KA#Param. (M)=129.42023.07 | 21.9 | 43.57 | 0.9303 | 4.063 | 0.0039 | 0.0443 | |
| E3D-LSTM#Param. (M)=12.92023.07 | 22.98 | 62.52 | 0.9131 | 22.28 | — | — | |
| PhyDNet#Param. (M)=3.12023.07 | 28.97 | 78.66 | 0.8206 | 178 | — | — | |
| ConvLSTM#Param. (M)=142023.07 | 32.15 | 72.64 | 0.8886 | 86.31 | — | — | |
| Rainformer#Param. (M)=19.22023.07 | 38.89 | 96.47 | 0.8036 | 163.5 | — | — | |
| UNet#Param. (M)=16.62023.07 | 38.9 | 94.29 | 0.826 | 142.3 | — | — | |
| LDM#Param. (M)=410.32023.07 | 46.29 | 72.19 | 0.8773 | 3.432 | 0.0243 | 0.1172 | |
| VideoGPT#Param. (M)=92.22023.07 | 53.68 | 77.42 | 0.8468 | 39.28 | 0.0228 | 0.1092 | |
| Persistence2023.07 | 104.9 | 139 | 0.727 | 168.3 | — | — |