Classification on Urban Land Cover Standard (5-fold CV)
84.8AccuracyZAYAN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ZAYANValidation=5-fold CV, Rule=average-tie2026.04 | 84.8 | 1.06 | |
| TabICLValidation=5-fold CV, Rule=average-tie2026.04 | 83.3 | 3.38 | |
| TANDEMValidation=5-fold CV, Rule=average-tie2026.04 | 83.29 | 6.06 | |
| TabRValidation=5-fold CV, Rule=average-tie2026.04 | 83.21 | 9.25 | |
| TabMValidation=5-fold CV, Rule=average-tie2026.04 | 82.07 | 6.94 | |
| CatBoostValidation=5-fold CV, Rule=average-tie2026.04 | 80.08 | 12.13 | |
| TabPFNv2Validation=5-fold CV, Rule=average-tie2026.04 | 80.06 | 17.5 | |
| Random ForestValidation=5-fold CV, Rule=average-tie2026.04 | 79.29 | 14 | |
| Naive BayesValidation=5-fold CV, Rule=average-tie2026.04 | 77.51 | 22.81 | |
| Decision TreeValidation=5-fold CV, Rule=average-tie2026.04 | 74.75 | 18.56 | |
| TabTValidation=5-fold CV, Rule=average-tie2026.04 | 74.75 | 19.31 | |
| TabSeqValidation=5-fold CV, Rule=average-tie2026.04 | 73.96 | 19.56 | |
| 1D CNNValidation=5-fold CV, Rule=average-tie2026.04 | 73.37 | 15.25 | |
| FT-TValidation=5-fold CV, Rule=average-tie2026.04 | 73.18 | 16.38 | |
| GBMValidation=5-fold CV, Rule=average-tie2026.04 | 72.78 | 11.94 | |
| NODEValidation=5-fold CV, Rule=average-tie2026.04 | 72.46 | 16.63 | |
| DCNValidation=5-fold CV, Rule=average-tie2026.04 | 71.6 | 22.38 | |
| Log. Reg.Validation=5-fold CV, Rule=average-tie2026.04 | 70.61 | 16.38 | |
| KNNValidation=5-fold CV, Rule=average-tie2026.04 | 70.22 | 13.94 | |
| MLPValidation=5-fold CV, Rule=average-tie2026.04 | 69.63 | 14.13 | |
| LGBMValidation=5-fold CV, Rule=average-tie2026.04 | 69.26 | 21 | |
| AutoIntValidation=5-fold CV, Rule=average-tie2026.04 | 69 | 21.63 | |
| SVMValidation=5-fold CV, Rule=average-tie2026.04 | 68.44 | 22.31 | |
| DeepFMValidation=5-fold CV, Rule=average-tie2026.04 | 68.2 | 22 | |
| XGBoostValidation=5-fold CV, Rule=average-tie2026.04 | 68.05 | 12.06 | |
| TANGOSValidation=5-fold CV, Rule=average-tie2026.04 | 66.37 | 24 | |
| TabNetValidation=5-fold CV, Rule=average-tie2026.04 | 64.1 | 17 | |
| SAINTValidation=5-fold CV, Rule=average-tie2026.04 | 63.5 | 19.13 | |
| AdaBoostValidation=5-fold CV, Rule=average-tie2026.04 | 63.12 | 18.25 | |
| ProtoGateValidation=5-fold CV, Rule=average-tie2026.04 | 62.96 | 24.13 | |
| TabulaRNNValidation=5-fold CV, Rule=average-tie2026.04 | 56 | 20.06 |