Time Series Forecasting on GreenEarthNet 1.0 (test)
20.13PSNR (NDVI)UniTS
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| UniTSConditions=His. RGBN, Time series=true, Params=54.73M, Model Category=Generative model2025.12 | 20.13 | 31.14 | 0.8667 | 0.7006 | 0.0291 | 0.1071 | 0.0181 | 0.0704 | 4.43 | |
| ContextformerConditions=His. RGBN, Time series=true, Params=6.1M, Model Category=Non-generative model2025.12 | 19.95 | — | — | 0.7058 | — | 0.1091 | — | 0.0791 | — | |
| SimVPConditions=His. RGBN, Time series=true, Params=6.6M, Model Category=Non-generative model2025.12 | 18.97 | — | — | 0.6839 | — | 0.1202 | — | 0.0902 | — | |
| PredRNNConditions=His. RGBN, Time series=true, Params=1.4M, Model Category=Non-generative model2025.12 | 18.57 | — | — | 0.6557 | — | 0.1263 | — | 0.0919 | — | |
| LatteConditions=His. RGBN, Time series=true, Params=32.32M, Model Category=Generative model2025.12 | 18.02 | 27.23 | 0.8456 | 0.6984 | 0.0462 | 0.1601 | 0.0291 | 0.0876 | 4.59 | |
| FARConditions=His. RGBN, Time series=true, Params=32.88M, Model Category=Generative model2025.12 | 17.53 | 24.29 | 0.8072 | 0.6814 | 0.0623 | 0.1773 | 0.0387 | 0.0914 | 5.37 | |
| STAUConditions=His. RGBN, Time series=true, Params=7.63M, Model Category=Non-generative model2025.12 | 16.97 | 24.93 | 0.7245 | 0.6581 | 0.0598 | 0.1799 | 0.0408 | 0.0954 | 7.42 | |
| LARPConditions=His. RGBN, Time series=true, Params=58.56M, Model Category=Generative model2025.12 | 16.87 | 25.65 | 0.8238 | 0.661 | 0.0551 | 0.1811 | 0.0339 | 0.0981 | 5.19 | |
| DFoTConditions=His. RGBN, Time series=true, Params=27.97M, Model Category=Generative model2025.12 | 15.71 | 23.34 | 0.7796 | 0.634 | 0.0706 | 0.2081 | 0.0456 | 0.1293 | 6.56 |