Wildfire forecasting on MODIS Wildfire FRM Dataset (test)
5.86RMSENT-Diffusion
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NT-DiffusionTime [ms]=30.35±0.22, FLOPs [G]=18.36, Params [M]=6.232026.03 | 5.86 | 1.16 | 5.16 | |
| ViTTime [ms]=8.82±0.19, FLOPs [G]=8.55, Params [M]=30.512026.03 | 6.01 | 1.47 | 5.18 | |
| LSTMTime [ms]=2.12±0.17, FLOPs [G]=36.24, Params [M]=1342.322026.03 | 6.15 | 2.1 | 5.58 | |
| CNNTime [ms]=47.16±0.04, FLOPs [G]=174.16, Params [M]=3.492026.03 | 6.23 | 2.25 | 5.68 | |
| TransformerTime [ms]=8.13±0.09, FLOPs [G]=466.68, Params [M]=253.972026.03 | 6.35 | 2.3 | 6.64 | |
| ULSTMTime [ms]=2.54±0.02, FLOPs [G]=5.30, Params [M]=26.512026.03 | 6.85 | 1.84 | 6.32 | |
| ConvLSTMTime [ms]=7.75±0.10, FLOPs [G]=9.77, Params [M]=1.022026.03 | 11.49 | 4.76 | 19.73 |