Video Prediction on KTH (PSNR, SSIM, LPIPS)
30.02PSNRTrajGRU
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TrajGRU2022.03 | 30.02 | 0.958 | 0.039 | — | |
| ConvLSTM2022.03 | 29.93 | 0.957 | 0.048 | — | |
| SRVP2020.02 | 29.69 | 0.8697 | 0.0736 | — | |
| SRVP2021.08 | 29.69 | 0.8697 | 0.0736 | — | |
| PredRNN++2022.03 | 29.51 | 0.941 | 0.068 | — | |
| SRVPvariant=Δt/22020.02 | 29.43 | 0.8633 | 0.079 | — | |
| SLAMP2021.08 | 29.39 | 0.8646 | 0.0795 | — | |
| SLAMP-Baseline2021.08 | 29.2 | 0.8633 | 0.0951 | — | |
| SRVParchitecture=GRU2020.02 | 29.14 | 0.859 | 0.079 | — | |
| MSPred (ours)supervision=hierarchical2022.03 | 28.93 | 0.93 | 0.032 | — | |
| SRVParchitecture=MLP2020.02 | 28.91 | 0.8527 | 0.0799 | — | |
| MSPred NoSupsupervision=none2022.03 | 28.65 | 0.929 | 0.034 | — | |
| SV2P2020.02 | 28.19 | 0.8141 | 0.2049 | — | |
| SV2P2021.08 | 28.19 | 0.8141 | 0.2049 | — | |
| PredRNN++2023.12 | 28.13 | 0.9124 | 0.1987 | 370.4 | |
| SVGprior=fixed prior version2020.02 | 28.06 | 0.8438 | 0.0923 | — | |
| SVG2021.08 | 28.06 | 0.8438 | 0.0923 | — | |
| PhyDNet2022.03 | 28.01 | 0.913 | 0.125 | — | |
| PredRNN.V22023.12 | 28.01 | 0.9099 | 0.2148 | 368.8 | |
| PredRNN2023.12 | 27.95 | 0.9097 | 0.2189 | 380.6 | |
| MIM2023.12 | 27.78 | 0.9025 | 0.1881 | 380.8 | |
| SVG-LPtype=Learned Prior2022.03 | 27.6 | 0.932 | 0.063 | — | |
| SimVP (w/o VQ)2023.12 | 27.46 | 0.9065 | 0.265 | 397.1 | |
| SimVP+SVQcodebook=learnable2023.12 | 27.37 | 0.9116 | 0.2066 | 360.2 | |
| SimVP+SVQcodebook=frozen2023.12 | 27.28 | 0.9109 | 0.2099 | 364.6 | |
| TAU2023.12 | 27.1 | 0.9086 | 0.2286 | 421.7 | |
| ConvLSTM2023.12 | 26.99 | 0.8977 | 0.2669 | 445.5 | |
| MAU2023.12 | 26.73 | 0.8945 | 0.2544 | 471.2 | |
| DMVFN2023.12 | 26.65 | 0.8976 | 0.1284 | 413.2 | |
| SVG-Dettype=Deterministic2022.03 | 26.64 | 0.927 | 0.068 | — | |
| SAVP2020.02 | 26.51 | 0.7564 | 0.112 | — | |
| SAVP2021.08 | 26.51 | 0.7564 | 0.112 | — | |
| PhyDNet2023.12 | 23.41 | 0.8322 | 0.5016 | 765.6 | |
| PredNet2023.12 | 22.45 | 0.8094 | 0.3216 | 783.1 | |
| E3D-LSTM2023.12 | 21.78 | 0.8153 | 0.4836 | 892.7 |