Spatiotemporal Prediction on Moving FMNIST (test)
21.71MSEPredRNN++
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PredRNN++Type=Recurrent-based, Params=38.6M, FLOPs=171.7G2026.02 | 21.71 | 91.97 | 0.9097 | |
| PredRNNType=Recurrent-based, Params=23.8M, FLOPs=116.0G2026.02 | 22.01 | 91.74 | 0.9091 | |
| MIMType=Recurrent-based, Params=38.0M, FLOPs=179.2G2026.02 | 23.09 | 96.37 | 0.9043 | |
| PFGNetType=Recurrent-free, Params=41.3M, FLOPs=15.2G2026.02 | 23.55 | 94.78 | 0.9024 | |
| PredRNNv2Type=Recurrent-based, Params=23.9M, FLOPs=116.6G2026.02 | 24.13 | 97.46 | 0.9004 | |
| TAUType=Recurrent-free, Params=44.7M, FLOPs=16.0G2026.02 | 24.24 | 96.72 | 0.8995 | |
| MogaNetType=Recurrent-free, Params=46.8M, FLOPs=16.5G2026.02 | 25.14 | 99.69 | 0.8963 | |
| ConvLSTM-LType=Recurrent-based, Params=33.8M, FLOPs=127.0G2026.02 | 25.51 | 104.85 | 0.8928 | |
| SimVPv2Type=Recurrent-free, Params=46.8M, FLOPs=16.5G2026.02 | 25.86 | 101.22 | 0.8933 | |
| ConvNeXtType=Recurrent-free, Params=37.3M, FLOPs=14.1G2026.02 | 26.41 | 102.56 | 0.8908 | |
| MAUType=Recurrent-based, Params=4.5M, FLOPs=17.8G2026.02 | 26.56 | 104.39 | 0.8722 | |
| Swin TransformerType=Recurrent-free, Params=46.1M, FLOPs=16.4G2026.02 | 28.66 | 108.93 | 0.8815 | |
| MLP-MixerType=Recurrent-free, Params=38.2M, FLOPs=14.7G2026.02 | 28.83 | 109.51 | 0.8803 | |
| ConvLSTM-SType=Recurrent-based, Params=15.0M, FLOPs=56.8G2026.02 | 28.87 | 113.2 | 0.8793 | |
| HorNetType=Recurrent-free, Params=45.7M, FLOPs=16.3G2026.02 | 29.19 | 110.17 | 0.8798 | |
| UniformerType=Recurrent-free, Params=44.8M, FLOPs=16.5G2026.02 | 29.56 | 111.72 | 0.8779 | |
| PoolformerType=Recurrent-free, Params=37.1M, FLOPs=14.1G2026.02 | 30.02 | 103.39 | 0.875 | |
| SimVPType=Recurrent-free, Params=58.0M, FLOPs=19.4G2026.02 | 30.77 | 113.94 | 0.874 | |
| ViTType=Recurrent-free, Params=46.1M, FLOPs=16.9G2026.02 | 31.05 | 115.59 | 0.8712 | |
| ConvMixerType=Recurrent-free, Params=3.9M, FLOPs=5.5G2026.02 | 31.21 | 115.74 | 0.8709 | |
| VANType=Recurrent-free, Params=44.5M, FLOPs=16.0G2026.02 | 31.39 | 116.28 | 0.8823 | |
| PhyDNetType=Recurrent-based, Params=3.1M, FLOPs=15.3G2026.02 | 34.75 | 125.66 | 0.8567 | |
| E3D-LSTMType=Recurrent-based, Params=51.0M, FLOPs=298.9G2026.02 | 35.35 | 110.09 | 0.8722 | |
| DMVFNType=Recurrent-based, Params=3.5M, FLOPs=0.2G2026.02 | 118.32 | 220.02 | 0.7572 | |
| PredNetType=Recurrent-based, Params=12.5M, FLOPs=8.6G2026.02 | 185.94 | 318.3 | 0.6713 |