Classification on Crop Mapping 3000-sample subsample Standard (5-fold CV)
99.66AccuracyKNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KNNValidation=5-fold CV, Rule=average-tie2026.04 | 99.66 | 13.94 | |
| ZAYANValidation=5-fold CV, Rule=average-tie2026.04 | 99.66 | 1.06 | |
| XGBoostValidation=5-fold CV, Rule=average-tie2026.04 | 99.57 | 12.06 | |
| Random ForestValidation=5-fold CV, Rule=average-tie2026.04 | 99.5 | 14 | |
| CatBoostValidation=5-fold CV, Rule=average-tie2026.04 | 99.46 | 12.13 | |
| TabICLValidation=5-fold CV, Rule=average-tie2026.04 | 99.46 | 3.38 | |
| SVMValidation=5-fold CV, Rule=average-tie2026.04 | 99.18 | 22.31 | |
| TANDEMValidation=5-fold CV, Rule=average-tie2026.04 | 99.18 | 6.06 | |
| Log. Reg.Validation=5-fold CV, Rule=average-tie2026.04 | 98.93 | 16.38 | |
| TabMValidation=5-fold CV, Rule=average-tie2026.04 | 98.92 | 6.94 | |
| Decision TreeValidation=5-fold CV, Rule=average-tie2026.04 | 98.71 | 18.56 | |
| TabSeqValidation=5-fold CV, Rule=average-tie2026.04 | 98.68 | 19.56 | |
| TabRValidation=5-fold CV, Rule=average-tie2026.04 | 98.62 | 9.25 | |
| 1D CNNValidation=5-fold CV, Rule=average-tie2026.04 | 98.24 | 15.25 | |
| TabulaRNNValidation=5-fold CV, Rule=average-tie2026.04 | 97.68 | 20.06 | |
| DeepFMValidation=5-fold CV, Rule=average-tie2026.04 | 97.58 | 22 | |
| LGBMValidation=5-fold CV, Rule=average-tie2026.04 | 97.21 | 21 | |
| AutoIntValidation=5-fold CV, Rule=average-tie2026.04 | 97.21 | 21.63 | |
| FT-TValidation=5-fold CV, Rule=average-tie2026.04 | 97.2 | 16.38 | |
| TabTValidation=5-fold CV, Rule=average-tie2026.04 | 97.1 | 19.31 | |
| MLPValidation=5-fold CV, Rule=average-tie2026.04 | 96.67 | 14.13 | |
| TabNetValidation=5-fold CV, Rule=average-tie2026.04 | 96.48 | 17 | |
| DCNValidation=5-fold CV, Rule=average-tie2026.04 | 96.26 | 22.38 | |
| GBMValidation=5-fold CV, Rule=average-tie2026.04 | 96.25 | 11.94 | |
| SAINTValidation=5-fold CV, Rule=average-tie2026.04 | 95.38 | 19.13 | |
| ProtoGateValidation=5-fold CV, Rule=average-tie2026.04 | 93.2 | 24.13 | |
| TabPFNv2Validation=5-fold CV, Rule=average-tie2026.04 | 92.56 | 17.5 | |
| AdaBoostValidation=5-fold CV, Rule=average-tie2026.04 | 92.46 | 18.25 | |
| Naive BayesValidation=5-fold CV, Rule=average-tie2026.04 | 91.58 | 22.81 | |
| NODEValidation=5-fold CV, Rule=average-tie2026.04 | 90.54 | 16.63 | |
| TANGOSValidation=5-fold CV, Rule=average-tie2026.04 | 63.2 | 24 |