Video Prediction on KTH (10 -> 40 steps, test)
33.35PSNRSimVPv2
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SimVPv2prediction_frames=402022.11 | 33.35 | 89.5 | — | |
| SwinLSTMArchitecture=Recurrent-based2026.02 | 33.15 | 87.9 | — | |
| TAU2022.06 | 33.01 | 89.7 | — | |
| SimVP2022.06 | 32.93 | 88.6 | — | |
| SimVP2022.06 | 32.93 | 88.6 | — | |
| SimVPprediction_frames=402022.11 | 32.93 | 88.6 | — | |
| SimVPArchitecture=Recurrent-free2026.02 | 32.93 | 88.6 | — | |
| VMRNNArchitecture=Recurrent-based2026.02 | 32.69 | 88.2 | — | |
| PFGNetArchitecture=Recurrent-free2026.02 | 32.64 | 89.1 | — | |
| STMFANet2020.02 | 27.56 | 85.1 | 14.13 | |
| STMFANet2022.06 | 27.56 | 85.1 | — | |
| STMFANet2022.06 | 27.56 | 85.1 | — | |
| STMFANetprediction_frames=402022.11 | 27.56 | 85.1 | — | |
| STMFANetArchitecture=Recurrent-based2026.02 | 27.56 | 85.1 | — | |
| LMC-MemoryInference Time (s)=0.1472021.04 | 27.5 | 87.9 | 159.8 | |
| E3D-LSTM2020.02 | 27.24 | 81 | — | |
| E3d-LSTM2022.06 | 27.24 | 81 | — | |
| E3d-LSTM2022.06 | 27.24 | 81 | — | |
| E3d-LSTMprediction_frames=402022.11 | 27.24 | 81 | — | |
| E3D-LSTMArchitecture=Recurrent-based2026.02 | 27.24 | 81 | — | |
| PredRNN++Inference Time (s)=0.4112021.04 | 26.94 | 86.5 | 279 | |
| E3D-LSTMInference Time (s)=0.4222021.04 | 26.55 | 87.8 | 328.8 | |
| STMFANet (w/o S-WAM)ablation=w/o S-WAM2020.02 | 26.42 | 80.5 | 16.06 | |
| MMVPArchitecture=Recurrent-free2026.02 | 26.35 | 88.8 | — | |
| SAVP-VAE2020.02 | 26.18 | 81.1 | 11.33 | |
| SVAP-VAE2022.06 | 26.18 | 81.1 | — | |
| SAVP-VAE2022.06 | 26.18 | 81.1 | — | |
| SAVP-VAEprediction_frames=402022.11 | 26.18 | 81.1 | — | |
| SAVP-VAEArchitecture=Recurrent-based2026.02 | 26.18 | 81.1 | — | |
| SV2Pmode=time-variant2020.02 | 26.12 | 78.9 | 22.48 | |
| SV2Pv2022.06 | 26.12 | 78.9 | — | |
| SV2Pv2022.06 | 26.12 | 78.9 | — | |
| SV2Pvprediction_frames=402022.11 | 26.12 | 78.9 | — | |
| Conv-TT-LSTMInference Time (s)=1.1882021.04 | 26.11 | 88.2 | 191.2 | |
| STMFANet (w/o T-WAM)ablation=w/o T-WAM2020.02 | 26.08 | 78.2 | 17.45 | |
| SV2Pmode=time-invariant2020.02 | 25.92 | 77.8 | 25.21 | |
| SV2Pi2022.06 | 25.92 | 77.8 | — | |
| VarNet2020.02 | 25.37 | 73.9 | — | |
| VarNet2022.06 | 25.37 | 73.9 | — | |
| VarNet2022.06 | 25.37 | 73.9 | — | |
| VarNetprediction_frames=402022.11 | 25.37 | 73.9 | — | |
| VarNetArchitecture=Recurrent-based2026.02 | 25.37 | 73.9 | — | |
| PredRNN++2020.02 | 25.21 | 74.1 | — | |
| PredRNN++2022.06 | 25.21 | 74.1 | — | |
| PredRNN++2022.06 | 25.21 | 74.1 | — | |
| PredRNN++prediction_frames=402022.11 | 25.21 | 74.1 | — | |
| PredRNN++Architecture=Recurrent-based2026.02 | 25.21 | 74.1 | — | |
| PredRNN2020.02 | 24.16 | 70.3 | — | |
| PredRNN2021.04 | 24.16 | 70.3 | — | |
| PredRNN2022.06 | 24.16 | 70.3 | — | |
| PredRNN2022.06 | 24.16 | 70.3 | — | |
| PredRNNprediction_frames=402022.11 | 24.16 | 70.3 | — | |
| PredRNNArchitecture=Recurrent-based2026.02 | 24.16 | 70.3 | — | |
| STMFANet (w/o WAM)ablation=w/o WAM2020.02 | 24.03 | 72.1 | 20.07 | |
| SAVP2020.02 | 23.97 | 70.1 | 13.26 | |
| SAVP2022.06 | 23.97 | 70.1 | — | |
| SAVP2022.06 | 23.97 | 70.1 | — | |
| SAVPprediction_frames=402022.11 | 23.97 | 70.1 | — | |
| SAVPArchitecture=Recurrent-based2026.02 | 23.97 | 70.1 | — | |
| MCNet2020.02 | 23.89 | 73 | — | |
| MCnet2022.06 | 23.89 | 73 | — | |
| MCnet2022.06 | 23.89 | 73 | — | |
| MCnetprediction_frames=402022.11 | 23.89 | 73 | — | |
| fRNN2020.02 | 23.77 | 67.8 | — | |
| FRNN2021.04 | 23.77 | 67.8 | — | |
| fRNN2022.06 | 23.77 | 67.8 | — | |
| fRNN2022.06 | 23.77 | 67.8 | — | |
| fRNNprediction_frames=402022.11 | 23.77 | 67.8 | — | |
| FRNNArchitecture=Recurrent-based2026.02 | 23.77 | 67.8 | — | |
| DFN2022.06 | 23.01 | 65.2 | — | |
| DFN2022.06 | 23.01 | 65.2 | — | |
| DFNprediction_frames=402022.11 | 23.01 | 65.2 | — | |
| DFNArchitecture=Recurrent-based2026.02 | 23.01 | 65.2 | — | |
| ConvLSTM2022.06 | 22.85 | 63.9 | — | |
| ConvLSTM2022.06 | 22.85 | 63.9 | — | |
| ConvLSTMprediction_frames=402022.11 | 22.85 | 63.9 | — | |
| ConvLSTMArchitecture=Recurrent-based2026.02 | 22.85 | 63.9 | — |