Video Prediction on BAIR (test)
82.64FVDRaMViD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RaMViDpu=0.25, K=8, # parameters=235M2022.06 | 82.64 | — | — | — | |
| RaMViDpu=0.5, K=4, # parameters=235M2022.06 | 85.03 | — | — | — | |
| MMVG2022.11 | 85.2 | — | — | — | |
| RaMViDpu=0.25, K=4, # parameters=235M2022.06 | 85.3 | — | — | — | |
| RaMViDpu=0.75, K=4, # parameters=235M2022.06 | 86.05 | — | — | — | |
| RaMViDpu=0, K=4, # parameters=235M2022.06 | 86.41 | — | — | — | |
| NÜWA2022.06 | 86.9 | — | — | — | |
| RaMViDpu=0.25, K=2, # parameters=235M2022.06 | 87.39 | — | — | — | |
| MCVD concat past-maskp=2, k=5, pr=142022.05 | 87.9 | 19.1 | 0.838 | — | |
| TATS2022.11 | 88.6 | — | — | — | |
| RaMViDpu=0.25, mode=fixed, # parameters=235M2022.06 | 89.01 | — | — | — | |
| MCVD concat past-future-maskp=1, k=5, pr=152022.05 | 89.5 | 16.9 | 0.78 | — | |
| MCVD# parameters=251.2M2022.06 | 89.5 | — | — | — | |
| MCVD2022.11 | 89.5 | — | — | — | |
| MCVD concat past-future-maskp=2, k=5, pr=142022.05 | 89.6 | 17.1 | 0.787 | — | |
| MCVD spatin past-maskp=2, k=5, pr=142022.05 | 90.5 | 19.2 | 0.837 | — | |
| MCVD concatp=2, k=5, pr=142022.05 | 90.5 | 19.1 | 0.834 | — | |
| FitVidp=1, k=15, pr=152022.05 | 93.6 | — | — | — | |
| FitVid# parameters=302M2022.06 | 93.6 | — | — | — | |
| MaskViT2022.11 | 93.6 | — | — | — | |
| Video Transformer# parameters=373M2022.06 | 94 | — | — | — | |
| MCVD spatinp=2, k=5, pr=142022.05 | 94.1 | 19.1 | 0.836 | — | |
| MCVD concat past-maskp=1, k=5, pr=152022.05 | 95.6 | 18.8 | 0.832 | — | |
| MCVD spatin past-maskp=1, k=5, pr=152022.05 | 96.5 | 18.8 | 0.828 | — | |
| MCVD concatp=1, k=5, pr=152022.05 | 98.8 | 18.8 | 0.829 | — | |
| CCVSp=1, k=15, pr=152022.05 | 99 | — | — | — | |
| TrIVD-GAN-FPp=1, k=15, pr=152022.05 | 103.3 | — | — | — | |
| VideoGPTp=1, k=15, pr=152022.05 | 103.3 | — | — | — | |
| TrIVD-GAN-FP2022.06 | 103.3 | — | — | — | |
| VideoGPT# parameters=40M2022.06 | 103.3 | — | — | — | |
| VideoGPT2022.11 | 103.3 | — | — | — | |
| MCVD spatinp=1, k=5, pr=152022.05 | 103.8 | 18.8 | 0.826 | — | |
| DVD-GAN-FPp=1, k=15, pr=152022.05 | 109.8 | — | — | — | |
| DVD-GAN-FP2022.06 | 109.8 | — | — | — | |
| SAVPp=2, k=14, pr=142022.05 | 116.4 | — | — | — | |
| SAVP2022.06 | 116.4 | — | — | — | |
| MCVD concat past-future-maskp=2, k=5, pr=282022.05 | 118.4 | 16.2 | 0.745 | — | |
| MCVD concat past-maskp=2, k=5, pr=282022.05 | 119 | 17.7 | 0.797 | — | |
| MCVD concatp=2, k=5, pr=282022.05 | 120.6 | 17.6 | 0.785 | — | |
| LVTp=1, k=15, pr=152022.05 | 125.8 | — | — | — | |
| Latent Video Transformer2022.06 | 125.8 | — | — | — | |
| MCVD spatin past-maskp=2, k=5, pr=282022.05 | 127.9 | 17.7 | 0.789 | — | |
| MCVD spatinp=2, k=5, pr=282022.05 | 132.1 | 17.5 | 0.779 | — | |
| SAVPp=2, k=10, pr=282022.05 | 143.4 | — | 0.795 | — | |
| Hier-vRNNp=2, k=10, pr=282022.05 | 143.4 | — | 0.822 | — | |
| vRNN 1Lp=2, k=10, pr=282022.05 | 149.2 | — | 0.829 | — | |
| SAVP2020.02 | 152 | — | — | — | |
| SAVPp=2, k=12, pr=282022.05 | 152 | 18.44 | 0.7887 | — | |
| WAMp=2, k=14, pr=282022.05 | 159.6 | 21 | 0.844 | — | |
| SRVPvariant=MLP2020.02 | 162 | — | — | — | |
| SRVPp=2, k=12, pr=282022.05 | 162 | 19.6 | 0.82 | — | |
| SRVPvariant=default2020.02 | 163 | — | — | — | |
| SRVPvariant=GRU2020.02 | 178 | — | — | — | |
| SRVPvariant=Delta t2020.02 | 222 | — | — | — | |
| SLAMPp=2, k=10, pr=282022.05 | 245 | 19.7 | 0.818 | — | |
| SVG2020.02 | 255 | — | — | — | |
| SVGp=2, k=12, pr=282022.05 | 255 | 18.95 | 0.8058 | — | |
| SVG-LPp=2, k=10, pr=282022.05 | 256.6 | — | 0.816 | — | |
| SV2P2020.02 | 965 | — | — | — | |
| SAVP2020.02 | — | 18.44 | 0.7887 | 0.0634 | |
| SAVP2021.08 | — | 18.44 | 0.7887 | 0.0634 | |
| SLAMPmotion history=true2021.08 | — | 19.67 | 0.8161 | 0.0639 | |
| SLAMP-Baselinemotion history=false2021.08 | — | 19.6 | 0.8175 | 0.0596 | |
| SRVPconfiguration=Nominal2020.02 | — | 19.59 | 0.8196 | 0.0574 | |
| SRVPEuler step size=Δt/22020.02 | — | 19.45 | 0.8196 | 0.0579 | |
| SRVPArchitecture=MLP2020.02 | — | 19.56 | 0.8194 | 0.0572 | |
| SRVPArchitecture=GRU2020.02 | — | 19.41 | 0.817 | 0.0585 | |
| SRVP2021.08 | — | 19.59 | 0.8196 | 0.0574 | |
| SV2P2020.02 | — | 20.39 | 0.8169 | 0.0912 | |
| SV2P2021.08 | — | 20.39 | 0.8169 | 0.0912 | |
| SVG2020.02 | — | 18.95 | 0.8058 | 0.0609 | |
| SVG2021.08 | — | 18.95 | 0.8058 | 0.0609 |