Spatio-Temporal Forecasting on TaxiBJ
0.287MSEWaveSFNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| WaveSFNetCategory=Recurrent-free, Params (M)=4.5, FLOPs (G)=1.12026.03 | 0.287 | 14.68 | 0.9859 | 39.88 | |
| PFGNetParams=1.9M, FLOPs=0.6G2026.02 | 0.2881 | 14.75 | 0.9857 | — | |
| VMRNNParams=2.6M, FLOPs=0.9G2026.02 | 0.2887 | 14.69 | 0.9858 | — | |
| VMRNNCategory=Recurrent-based, Params (M)=2.6, FLOPs (G)=0.92026.03 | 0.2887 | 14.69 | 0.9858 | — | |
| SwinLSTMParams=2.9M, FLOPs=1.3G2026.02 | 0.3026 | 15 | 0.9843 | — | |
| SwinLSTMCategory=Recurrent-based, Params (M)=2.9, FLOPs (G)=1.32026.03 | 0.3026 | 15 | 0.9843 | — | |
| MAUParams=4.4M, FLOPs=6.4G2026.02 | 0.3062 | 15.26 | 0.984 | — | |
| MAUCategory=Recurrent-based, Params (M)=4.4, FLOPs (G)=6.42026.03 | 0.3062 | 15.26 | 0.984 | 39.52 | |
| TAU2023.12 | 0.3108 | 14.93 | 0.9848 | 39.74 | |
| TAUParams=9.6M, FLOPs=2.5G2026.02 | 0.3108 | 14.93 | 0.9848 | — | |
| TAUCategory=Recurrent-free, Params (M)=9.6, FLOPs (G)=2.52026.03 | 0.3108 | 14.93 | 0.9848 | 39.74 | |
| MIM2023.12 | 0.311 | 14.96 | 0.9847 | 39.65 | |
| MIMParams=37.9M, FLOPs=64.1G2026.02 | 0.311 | 14.96 | 0.9847 | — | |
| MIMCategory=Recurrent-based, Params (M)=37.9, FLOPs (G)=64.12026.03 | 0.311 | 14.96 | 0.9847 | 39.65 | |
| MogaNetCategory=Recurrent-free, Params (M)=10.0, FLOPs (G)=2.62026.03 | 0.3114 | 15.06 | 0.9847 | 39.7 | |
| Met2NetParams=16.8M, FLOPs=8.8G2026.02 | 0.3164 | 14.82 | 0.9851 | — | |
| SimVP+SVQcodebook=Frozen2023.12 | 0.3171 | 14.68 | 0.9848 | 39.83 | |
| SimVP+SVQcodebook=Learnable2023.12 | 0.3191 | 14.64 | 0.9849 | 39.86 | |
| PredRNN2023.12 | 0.3194 | 15.31 | 0.9838 | 39.51 | |
| PredRNNParams=23.7M, FLOPs=42.4G2026.02 | 0.3194 | 15.31 | 0.9838 | — | |
| PredRNNCategory=Recurrent-based, Params (M)=23.7, FLOPs (G)=42.42026.03 | 0.3194 | 15.31 | 0.9838 | 39.51 | |
| SimVPmodule=without VQ2023.12 | 0.3246 | 15.03 | 0.9844 | 39.71 | |
| SimVPv2Params=10.0M, FLOPs=2.6G2026.02 | 0.3246 | 15.03 | 0.9844 | — | |
| SimVPv2Category=Recurrent-free, Params (M)=10.0, FLOPs (G)=2.62026.03 | 0.3246 | 15.03 | 0.9844 | 39.71 | |
| MAU2023.12 | 0.3268 | 15.26 | 0.9834 | 39.52 | |
| SimVPParams=13.8M, FLOPs=3.6G2026.02 | 0.3282 | 15.45 | 0.9835 | — | |
| SimVPCategory=Recurrent-free, Params (M)=13.8, FLOPs (G)=3.62026.03 | 0.3282 | 15.45 | 0.9835 | 39.45 | |
| PredRNN.V22023.12 | 0.3334 | 15.55 | 0.9826 | 39.49 | |
| PredRNN++2023.12 | 0.3348 | 15.37 | 0.9834 | 39.47 | |
| PredRNN++Params=38.4M, FLOPs=63.0G2026.02 | 0.3348 | 15.37 | 0.9834 | — | |
| PredRNN++Category=Recurrent-based, Params (M)=38.4, FLOPs (G)=63.02026.03 | 0.3348 | 15.37 | 0.9834 | 39.47 | |
| ConvLSTM2023.12 | 0.3358 | 15.32 | 0.9836 | 39.45 | |
| ConvLSTMParams=15.0M, FLOPs=20.7G2026.02 | 0.3358 | 15.32 | 0.9836 | — | |
| ConvLSTMCategory=Recurrent-based, Params (M)=15.0, FLOPs (G)=20.72026.03 | 0.3358 | 15.32 | 0.9836 | 39.45 | |
| E3D-LSTMParams=51.0M, FLOPs=98.2G2026.02 | 0.3421 | 14.98 | 0.9842 | — | |
| E3D-LSTMCategory=Recurrent-based, Params (M)=51.0, FLOPs (G)=98.192026.03 | 0.3421 | 14.98 | 0.9842 | 39.64 | |
| E3D-LSTM2023.12 | 0.3427 | 14.98 | 0.9842 | 39.64 | |
| PredNet2023.12 | 0.3516 | 15.91 | 0.9828 | 39.29 | |
| PredNetParams=12.5M, FLOPs=0.9G2026.02 | 0.3516 | 15.91 | 0.9828 | — | |
| PhyDNet2023.12 | 0.3622 | 15.53 | 0.9828 | 39.46 | |
| PhyDNetParams=3.1M, FLOPs=5.6G2026.02 | 0.3622 | 15.53 | 0.9828 | — | |
| PhyDNetCategory=Recurrent-based, Params (M)=3.1, FLOPs (G)=5.62026.03 | 0.3622 | 15.53 | 0.9828 | 39.46 | |
| PredRNNv2Params=23.7M, FLOPs=42.6G2026.02 | 0.3834 | 15.55 | 0.9826 | — | |
| PredRNNv2Category=Recurrent-based, Params (M)=23.7, FLOPs (G)=42.62026.03 | 0.3834 | 15.55 | 0.9826 | 39.49 | |
| DMVFN2023.12 | 3.3954 | 45.52 | 0.8321 | 31.14 |