Video Prediction on WeatherBench T2m (test)
1.1MSEPredFormer (Fac-T-S)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PredFormer (Fac-T-S)Paras(M)=5.3, Flops(G)=8.5, FPS=860, Memory (MB)=54.92024.10 | 1.1 | 0.6469 | 1.049 | |
| PredFormer (Triplet-TST)Paras(M)=4, Flops(G)=6.3, FPS=1064, Memory (MB)=48.92024.10 | 1.108 | 0.6492 | 1.053 | |
| PredFormer (Binary-TS)Paras(M)=5.3, Flops(G)=8.6, FPS=837, Memory (MB)=53.92024.10 | 1.115 | 0.6508 | 1.056 | |
| PredFormer (Quadruplet-TSST)Paras(M)=5.3, Flops(G)=8.6, FPS=802, Memory (MB)=53.92024.10 | 1.116 | 0.651 | 1.057 | |
| PredFormer (Quadruplet-STTS)Paras(M)=5.3, Flops(G)=8.6, FPS=858, Memory (MB)=54.92024.10 | 1.118 | 0.6507 | 1.057 | |
| PredFormer (Full Attention)Paras(M)=5.3, Flops(G)=17.8, FPS=177, Memory (MB)=185.42024.10 | 1.126 | 0.654 | 1.061 | |
| PredFormer (Binary-ST)Paras(M)=5.3, Flops(G)=8.6, FPS=847, Memory (MB)=51.92024.10 | 1.14 | 0.6571 | 1.068 | |
| OpenSTL_SwinParas(M)=12.4, Flops(G)=6.9, FPS=581, Memory (MB)=195.12024.10 | 1.143 | 0.6735 | 1.069 | |
| OpenSTL_ViTParas(M)=12.4, Flops(G)=8, FPS=432, Memory (MB)=194.92024.10 | 1.146 | 0.6712 | 1.07 | |
| PredFormer (Triplet-STS)Paras(M)=4, Flops(G)=6.5, FPS=1001, Memory (MB)=49.92024.10 | 1.149 | 0.6658 | 1.072 | |
| TAUParas(M)=12.2, Flops(G)=6.7, FPS=229, Memory (MB)=195.62024.10 | 1.162 | 0.6707 | 1.078 | |
| SimVPParas(M)=14.8, Flops(G)=8, FPS=196, Memory (MB)=194.72024.10 | 1.238 | 0.7037 | 1.113 | |
| MAUParas(M)=5.5, Flops(G)=39.6, FPS=237, Memory (MB)=56.22024.10 | 1.251 | 0.7036 | 1.119 | |
| PredRNNParas(M)=23.6, Flops(G)=278, FPS=22, Memory (MB)=108.22024.10 | 1.331 | 0.7246 | 1.154 | |
| ConvLSTMParas(M)=14.9, Flops(G)=136, FPS=46, Memory (MB)=69.82024.10 | 1.521 | 0.7949 | 1.233 | |
| PredRNNv2Paras(M)=23.6, Flops(G)=279, FPS=22, Memory (MB)=110.82024.10 | 1.545 | 0.7986 | 1.243 | |
| PredRNN++Paras(M)=38.3, Flops(G)=413, FPS=15, Memory (MB)=165.52024.10 | 1.634 | 0.7883 | 1.278 | |
| PredFormer (Fac-S-T)Paras(M)=5.3, Flops(G)=8.5, FPS=888, Memory (MB)=53.92024.10 | 1.783 | 0.8688 | 1.335 | |
| MIMParas(M)=37.8, Flops(G)=109, FPS=126, Memory (MB)=275.92024.10 | 1.784 | 0.8716 | 1.336 | |
| PhyDNetParas(M)=3.1, Flops(G)=36.8, FPS=177, Memory (MB)=150.62024.10 | 285.9 | 8.737 | 16.91 |