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ResearchFormerly WizWand

Video Prediction on WeatherBench T2m (test)

1.1MSEPredFormer (Fac-T-S)
-10.29266.604143.5220.396Oct 7, 2024
Updated 8mo ago

Evaluation results

MethodLinks
PredFormer (Fac-T-S)Paras(M)=5.3, Flops(G)=8.5, FPS=860, Memory (MB)=54.92024.101.10.64691.049
PredFormer (Triplet-TST)Paras(M)=4, Flops(G)=6.3, FPS=1064, Memory (MB)=48.92024.101.1080.64921.053
PredFormer (Binary-TS)Paras(M)=5.3, Flops(G)=8.6, FPS=837, Memory (MB)=53.92024.101.1150.65081.056
PredFormer (Quadruplet-TSST)Paras(M)=5.3, Flops(G)=8.6, FPS=802, Memory (MB)=53.92024.101.1160.6511.057
PredFormer (Quadruplet-STTS)Paras(M)=5.3, Flops(G)=8.6, FPS=858, Memory (MB)=54.92024.101.1180.65071.057
PredFormer (Full Attention)Paras(M)=5.3, Flops(G)=17.8, FPS=177, Memory (MB)=185.42024.101.1260.6541.061
PredFormer (Binary-ST)Paras(M)=5.3, Flops(G)=8.6, FPS=847, Memory (MB)=51.92024.101.140.65711.068
OpenSTL_SwinParas(M)=12.4, Flops(G)=6.9, FPS=581, Memory (MB)=195.12024.101.1430.67351.069
OpenSTL_ViTParas(M)=12.4, Flops(G)=8, FPS=432, Memory (MB)=194.92024.101.1460.67121.07
PredFormer (Triplet-STS)Paras(M)=4, Flops(G)=6.5, FPS=1001, Memory (MB)=49.92024.101.1490.66581.072
TAUParas(M)=12.2, Flops(G)=6.7, FPS=229, Memory (MB)=195.62024.101.1620.67071.078
SimVPParas(M)=14.8, Flops(G)=8, FPS=196, Memory (MB)=194.72024.101.2380.70371.113
MAUParas(M)=5.5, Flops(G)=39.6, FPS=237, Memory (MB)=56.22024.101.2510.70361.119
PredRNNParas(M)=23.6, Flops(G)=278, FPS=22, Memory (MB)=108.22024.101.3310.72461.154
ConvLSTMParas(M)=14.9, Flops(G)=136, FPS=46, Memory (MB)=69.82024.101.5210.79491.233
PredRNNv2Paras(M)=23.6, Flops(G)=279, FPS=22, Memory (MB)=110.82024.101.5450.79861.243
PredRNN++Paras(M)=38.3, Flops(G)=413, FPS=15, Memory (MB)=165.52024.101.6340.78831.278
PredFormer (Fac-S-T)Paras(M)=5.3, Flops(G)=8.5, FPS=888, Memory (MB)=53.92024.101.7830.86881.335
MIMParas(M)=37.8, Flops(G)=109, FPS=126, Memory (MB)=275.92024.101.7840.87161.336
PhyDNetParas(M)=3.1, Flops(G)=36.8, FPS=177, Memory (MB)=150.62024.10285.98.73716.91