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Papers Benchmarks Datasets Tasks

Soil Property Prediction research benchmarks · SOTA2 Research

Soil Property Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Brazilian Soils 153 samples

Stacking Ensemble Learning

0.91R²

1

Jul 2, 2026

Chinese soils 248 samples

BPN, MLP, LeNet5, DenseNet10

0.89R² (Highest)

1

Jul 2, 2026

1DCNN, FCNN, SAE, RF

0.78Highest R²

1

Jul 2, 2026

Belgian soils 375 samples

SVM, GBR, RF, MLP, Ensemble

88R²

1

Jul 2, 2026

Southern Brazil

MLR, PLSR, PCR, SVM, RF, GPR

0.7R²

1

Jul 2, 2026

Canadian soils 282 samples

0.82R² (Highest)

1

Jul 2, 2026

Italian Soils 182 samples

0.83R-squared

1

Jul 2, 2026

Australian Soil 392 samples

0.81Highest R²

1

Jul 2, 2026

Brazilian soils 315 samples

Gaussian, SVM, and RF

0.91R²

1

Jul 2, 2026

Australian soils 151 samples

SVR, PLSR, and Cubist

0.89R2 Score

1

Jul 2, 2026

Australian soils 458 samples

0.79R2

1

Jul 2, 2026

Popular datasets

Australian soils Brazilian soils Australian Soil Italian Soils Canadian soils

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