Classification on Forest Type Mapping Standard (5-fold CV)
97.21AccuracyZAYAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ZAYANValidation=5-fold CV, Rule=average-tie2026.04 | 97.21 | 1.06 | |
| TabPFNv2Validation=5-fold CV, Rule=average-tie2026.04 | 95.66 | 17.5 | |
| TabRValidation=5-fold CV, Rule=average-tie2026.04 | 90.25 | 9.25 | |
| TabICLValidation=5-fold CV, Rule=average-tie2026.04 | 90.05 | 3.38 | |
| TANDEMValidation=5-fold CV, Rule=average-tie2026.04 | 90.05 | 6.06 | |
| TabMValidation=5-fold CV, Rule=average-tie2026.04 | 88.72 | 6.94 | |
| TabPFNValidation=5-fold CV, Rule=average-tie2026.04 | 85.8 | 28.5 | |
| AdaBoostValidation=5-fold CV, Rule=average-tie2026.04 | 79.4 | 18.25 | |
| SAINTValidation=5-fold CV, Rule=average-tie2026.04 | 79.1 | 19.13 | |
| TabNetValidation=5-fold CV, Rule=average-tie2026.04 | 78.2 | 17 | |
| CatBoostValidation=5-fold CV, Rule=average-tie2026.04 | 77.9 | 12.13 | |
| GBMValidation=5-fold CV, Rule=average-tie2026.04 | 77.9 | 11.94 | |
| Random ForestValidation=5-fold CV, Rule=average-tie2026.04 | 77.5 | 14 | |
| KNNValidation=5-fold CV, Rule=average-tie2026.04 | 77.2 | 13.94 | |
| MLPValidation=5-fold CV, Rule=average-tie2026.04 | 76 | 14.13 | |
| XGBoostValidation=5-fold CV, Rule=average-tie2026.04 | 76 | 12.06 | |
| 1D CNNValidation=5-fold CV, Rule=average-tie2026.04 | 75.4 | 15.25 | |
| Log. Reg.Validation=5-fold CV, Rule=average-tie2026.04 | 75.3 | 16.38 | |
| NODEValidation=5-fold CV, Rule=average-tie2026.04 | 75.2 | 16.63 | |
| TabTValidation=5-fold CV, Rule=average-tie2026.04 | 75.1 | 19.31 | |
| TANGOSValidation=5-fold CV, Rule=average-tie2026.04 | 74.77 | 24 | |
| TabSeqValidation=5-fold CV, Rule=average-tie2026.04 | 74.5 | 19.56 | |
| LGBMValidation=5-fold CV, Rule=average-tie2026.04 | 74.15 | 21 | |
| DCNValidation=5-fold CV, Rule=average-tie2026.04 | 73.2 | 22.38 | |
| TabulaRNNValidation=5-fold CV, Rule=average-tie2026.04 | 73.02 | 20.06 | |
| FT-TValidation=5-fold CV, Rule=average-tie2026.04 | 72.3 | 16.38 | |
| AutoIntValidation=5-fold CV, Rule=average-tie2026.04 | 72.3 | 21.63 | |
| Decision TreeValidation=5-fold CV, Rule=average-tie2026.04 | 72 | 18.56 | |
| SVMValidation=5-fold CV, Rule=average-tie2026.04 | 71.4 | 22.31 | |
| Naive BayesValidation=5-fold CV, Rule=average-tie2026.04 | 71.4 | 22.81 | |
| DeepFMValidation=5-fold CV, Rule=average-tie2026.04 | 68 | 22 | |
| ProtoGateValidation=5-fold CV, Rule=average-tie2026.04 | 38.42 | 24.13 |