Video Prediction on KTH 10 -> 20 steps (test)
34.34PSNRSwinLSTM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SwinLSTMArchitecture=Recurrent-based2026.02 | 34.34 | 0.903 | — | |
| SimVPv2prediction_frames=202022.11 | 34.24 | 0.913 | — | |
| TAU2022.06 | 34.13 | 0.911 | — | |
| PFGNetArchitecture=Recurrent-free2026.02 | 34.1 | 0.911 | — | |
| VMRNNArchitecture=Recurrent-based2026.02 | 34.06 | 0.907 | — | |
| SimVP2022.06 | 33.72 | 0.905 | — | |
| SimVP2022.06 | 33.72 | 0.905 | — | |
| SimVPprediction_frames=202022.11 | 33.72 | 0.905 | — | |
| SimVPArchitecture=Recurrent-free2026.02 | 33.72 | 0.905 | — | |
| STMFANet2020.02 | 29.85 | 0.893 | 11.81 | |
| STMFANet2022.06 | 29.85 | 0.893 | — | |
| STMFANet2022.06 | 29.85 | 0.893 | — | |
| STMFANetprediction_frames=202022.11 | 29.85 | 0.893 | — | |
| STMFANetArchitecture=Recurrent-based2026.02 | 29.85 | 0.893 | — | |
| E3D-LSTM2020.02 | 29.31 | 0.879 | — | |
| E3d-LSTM2022.06 | 29.31 | 0.879 | — | |
| E3d-LSTM2022.06 | 29.31 | 0.879 | — | |
| E3d-LSTMprediction_frames=202022.11 | 29.31 | 0.879 | — | |
| E3D-LSTMArchitecture=Recurrent-based2026.02 | 29.31 | 0.879 | — | |
| STMFANet (w/o S-WAM)ablation=w/o S-WAM2020.02 | 29.13 | 0.872 | 12.33 | |
| PredRNN++2021.04 | 28.62 | 0.888 | 228.9 | |
| LMC-Memory2021.04 | 28.61 | 0.894 | 133.3 | |
| STMFANet (w/o T-WAM)ablation=w/o T-WAM2020.02 | 28.57 | 0.839 | 15.16 | |
| VarNet2020.02 | 28.48 | 0.843 | — | |
| VarNet2022.06 | 28.48 | 0.843 | — | |
| VarNet2022.06 | 28.48 | 0.843 | — | |
| VarNetprediction_frames=202022.11 | 28.48 | 0.843 | — | |
| VarNetArchitecture=Recurrent-based2026.02 | 28.48 | 0.843 | — | |
| PredRNN++2020.02 | 28.47 | 0.865 | — | |
| PredRNN++2022.06 | 28.47 | 0.865 | — | |
| PredRNN++2022.06 | 28.47 | 0.865 | — | |
| PredRNN++prediction_frames=202022.11 | 28.47 | 0.865 | — | |
| PredRNN++Architecture=Recurrent-based2026.02 | 28.47 | 0.865 | — | |
| USTEP2026.06 | 28.47 | 0.9135 | 0.2035 | |
| Conv-TT-LSTM2021.04 | 28.36 | 0.907 | 133.4 | |
| PredRNN++2026.06 | 28.13 | 0.9124 | 0.1987 | |
| PredRNN.V22026.06 | 28.01 | 0.9099 | 0.2148 | |
| PredRNN2026.06 | 27.95 | 0.9097 | 0.2189 | |
| E3D-LSTM2021.04 | 27.92 | 0.893 | 298.4 | |
| SV2Pmode=time-variant2020.02 | 27.79 | 0.838 | 15.04 | |
| SV2Pv2022.06 | 27.79 | 0.838 | — | |
| SV2Pv2022.06 | 27.79 | 0.838 | — | |
| SV2Pvprediction_frames=202022.11 | 27.79 | 0.838 | — | |
| MIM2026.06 | 27.78 | 0.9025 | 0.1881 | |
| SAVP-VAE2020.02 | 27.77 | 0.852 | 8.36 | |
| SVAP-VAE2022.06 | 27.77 | 0.852 | — | |
| SAVP-VAE2022.06 | 27.77 | 0.852 | — | |
| SAVP-VAEprediction_frames=202022.11 | 27.77 | 0.852 | — | |
| SAVP-VAEArchitecture=Recurrent-based2026.02 | 27.77 | 0.852 | — | |
| Znet2022.06 | 27.58 | 0.817 | — | |
| Znet2022.06 | 27.58 | 0.817 | — | |
| Znetprediction_frames=202022.11 | 27.58 | 0.817 | — | |
| SV2Pmode=time-invariant2020.02 | 27.56 | 0.826 | 17.92 | |
| SV2Pi2022.06 | 27.56 | 0.826 | — | |
| PredRNN2020.02 | 27.55 | 0.839 | — | |
| PredRNN2021.04 | 27.55 | 0.839 | — | |
| PredRNN2022.06 | 27.55 | 0.839 | — | |
| PredRNN2022.06 | 27.55 | 0.839 | — | |
| PredRNNprediction_frames=202022.11 | 27.55 | 0.839 | — | |
| PredRNNArchitecture=Recurrent-based2026.02 | 27.55 | 0.839 | — | |
| MMVPArchitecture=Recurrent-free2026.02 | 27.54 | 0.906 | — | |
| SimVP2026.06 | 27.46 | 0.9065 | 0.265 | |
| STMFANet (w/o WAM)ablation=w/o WAM2020.02 | 27.37 | 0.821 | 18.31 | |
| DFN2022.06 | 27.26 | 0.794 | — | |
| DFN2022.06 | 27.26 | 0.794 | — | |
| DFNprediction_frames=202022.11 | 27.26 | 0.794 | — | |
| DFNArchitecture=Recurrent-based2026.02 | 27.26 | 0.794 | — | |
| TAU2026.06 | 27.1 | 0.9086 | 0.2286 | |
| MSNET2020.02 | 27.08 | 0.876 | — | |
| MSNET2022.06 | 27.08 | 0.876 | — | |
| MSNET2022.06 | 27.08 | 0.876 | — | |
| MSNETprediction_frames=202022.11 | 27.08 | 0.876 | — | |
| ConvLSTM2026.06 | 26.99 | 0.8977 | 0.2669 | |
| PDR2026.06 | 26.98 | 0.9145 | 0.1624 | |
| MAU2026.06 | 26.73 | 0.8945 | 0.2544 | |
| DMVFN2026.06 | 26.65 | 0.8976 | 0.1284 | |
| fRNN2020.02 | 26.12 | 0.771 | — | |
| FRNN2021.04 | 26.12 | 0.771 | — | |
| fRNN2022.06 | 26.12 | 0.771 | — | |
| fRNN2022.06 | 26.12 | 0.771 | — | |
| fRNNprediction_frames=202022.11 | 26.12 | 0.771 | — | |
| FRNNArchitecture=Recurrent-based2026.02 | 26.12 | 0.771 | — | |
| MCNet2020.02 | 25.95 | 0.804 | — | |
| MCNET2021.04 | 25.95 | 0.804 | — | |
| MCnet2022.06 | 25.95 | 0.804 | — | |
| MCnet2022.06 | 25.95 | 0.804 | — | |
| MCnetprediction_frames=202022.11 | 25.95 | 0.804 | — | |
| SAVP2020.02 | 25.38 | 0.746 | 9.37 | |
| SAVP2022.06 | 25.38 | 0.746 | — | |
| SAVP2022.06 | 25.38 | 0.746 | — | |
| SAVPprediction_frames=202022.11 | 25.38 | 0.746 | — | |
| SAVPArchitecture=Recurrent-based2026.02 | 25.38 | 0.746 | — | |
| VPN2022.06 | 23.76 | 0.746 | — | |
| VPN2022.06 | 23.76 | 0.746 | — | |
| VPNprediction_frames=202022.11 | 23.76 | 0.746 | — | |
| ConvLSTM2022.06 | 23.58 | 0.712 | — | |
| ConvLSTM2022.06 | 23.58 | 0.712 | — | |
| ConvLSTMprediction_frames=202022.11 | 23.58 | 0.712 | — | |
| ConvLSTMArchitecture=Recurrent-based2026.02 | 23.58 | 0.712 | — | |
| PhyDNet2026.06 | 23.41 | 0.8322 | 0.5016 |