Short-term wildfire danger forecasting on Mesogeos
78.8F1 ScoreTransformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TransformerK=1, N=302024.08 | 78.8 | 85.1 | |
| Set2Seq TransformerAggregation=Deep Sets, Positional Encoding (PE)=true, Temporal Embedding (TE)=true, K=1, N=302024.08 | 78.4 | 86.4 | |
| Set2Seq TransformerAggregation=ISAB + PMA, Positional Encoding (PE)=true, Temporal Embedding (TE)=true, K=1, N=302024.08 | 78.4 | 86.6 | |
| Set2Seq TransformerAggregation=ISAB + PMA, Positional Encoding (PE)=true, Temporal Embedding (TE)=true, K=2, N=152024.08 | 78.3 | 86.1 | |
| LSTMK=1, N=302024.08 | 77.7 | 85.6 | |
| TransformerK=2, N=152024.08 | 77.7 | 84.3 | |
| Set2Seq TransformerAggregation=ISAB + PMA, Positional Encoding (PE)=true, Temporal Embedding (TE)=false, K=1, N=302024.08 | 77.6 | 86.5 | |
| Set2Seq TransformerAggregation=Deep Sets, Positional Encoding (PE)=true, Temporal Embedding (TE)=false, K=2, N=152024.08 | 77.3 | 85.6 | |
| Set2Seq TransformerAggregation=ISAB + PMA, Positional Encoding (PE)=true, Temporal Embedding (TE)=false, K=2, N=152024.08 | 77.2 | 84.8 | |
| Set2Seq TransformerAggregation=ISAB + PMA, Positional Encoding (PE)=true, Temporal Embedding (TE)=true, K=3, N=102024.08 | 77.2 | 85.6 | |
| Set2Seq TransformerAggregation=Deep Sets, Positional Encoding (PE)=true, Temporal Embedding (TE)=false, K=1, N=302024.08 | 77.1 | 85.5 | |
| Set2Seq TransformerAggregation=ISAB + PMA, Positional Encoding (PE)=true, Temporal Embedding (TE)=true, K=5, N=62024.08 | 77.1 | 85 | |
| Set2Seq TransformerAggregation=Deep Sets, Positional Encoding (PE)=true, Temporal Embedding (TE)=false, K=3, N=102024.08 | 76.8 | 84.6 | |
| Set2Seq TransformerAggregation=Deep Sets, Positional Encoding (PE)=true, Temporal Embedding (TE)=true, K=3, N=102024.08 | 76.8 | 83.3 | |
| LSTMK=3, N=102024.08 | 76.5 | 84.5 | |
| Set2Seq TransformerAggregation=Deep Sets, Positional Encoding (PE)=true, Temporal Embedding (TE)=false, K=5, N=62024.08 | 76.4 | 83.6 | |
| LSTMK=2, N=152024.08 | 76.2 | 84.4 | |
| LSTMK=5, N=62024.08 | 76.2 | 83.3 | |
| TransformerK=3, N=102024.08 | 76.2 | 84.2 | |
| TransformerK=5, N=62024.08 | 76.2 | 82.8 | |
| Set2Seq TransformerAggregation=Deep Sets, Positional Encoding (PE)=true, Temporal Embedding (TE)=true, K=2, N=152024.08 | 76.1 | 86.3 | |
| Set2Seq TransformerAggregation=ISAB + PMA, Positional Encoding (PE)=true, Temporal Embedding (TE)=true, K=10, N=32024.08 | 76.1 | 83.5 | |
| Set2Seq TransformerAggregation=Deep Sets, Positional Encoding (PE)=true, Temporal Embedding (TE)=true, K=5, N=62024.08 | 75.6 | 83 | |
| Set2Seq TransformerAggregation=ISAB + PMA, Positional Encoding (PE)=true, Temporal Embedding (TE)=false, K=5, N=62024.08 | 75.5 | 83.2 | |
| TransformerK=10, N=32024.08 | 75.4 | 82.4 | |
| Set2Seq TransformerAggregation=Deep Sets, Positional Encoding (PE)=true, Temporal Embedding (TE)=false, K=10, N=32024.08 | 74.9 | 82.6 | |
| Set2Seq TransformerAggregation=Deep Sets, Positional Encoding (PE)=true, Temporal Embedding (TE)=true, K=10, N=32024.08 | 74.7 | 83.4 | |
| LSTMK=10, N=32024.08 | 74.4 | 81.4 | |
| Set2Seq TransformerAggregation=ISAB + PMA, Positional Encoding (PE)=true, Temporal Embedding (TE)=false, K=3, N=102024.08 | 74.1 | 85.1 | |
| Set2Seq TransformerAggregation=ISAB + PMA, Positional Encoding (PE)=true, Temporal Embedding (TE)=false, K=10, N=32024.08 | 73.6 | 81.6 | |
| SetTransformerK=1, N=302024.08 | 73.1 | 79.8 | |
| DeepSetsK=1, N=302024.08 | 72.4 | 79.4 | |
| SetTransformerK=2, N=152024.08 | 72.1 | 78.1 | |
| SetTransformerK=5, N=62024.08 | 72 | 78 | |
| SetTransformerK=3, N=102024.08 | 71.9 | 78.1 | |
| SetTransformerK=10, N=32024.08 | 71.6 | 78.1 | |
| DeepSetsK=10, N=32024.08 | 70.6 | 78.4 | |
| DeepSetsK=3, N=102024.08 | 69.9 | 76.9 | |
| DeepSetsK=2, N=152024.08 | 69.2 | 76.9 | |
| DeepSetsK=5, N=62024.08 | 69.2 | 77 |