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Table 3 Validation statistics of different models for wheat LAI prediction

From: Wheat leaf area index prediction using data fusion based on high-resolution unmanned aerial vehicle imagery

Feature

Metrics

Removing soil background

Retaining soil background

RFR

SVR

RFR

SVR

Sp

R2

0.746

0.679

0.684

0.539

RMSE

1.185

1.233

1.441

1.472

Sp + Th

R2

0.689

0.701

0.573

0.536

RMSE

1.391

1.176

1.604

1.474

Sp + St

R2

0.792

0.741

0.773

0.564

RMSE

1.135

1.127

1.135

1.391

Sp + Th + St

R2

0.815

0.748

0.781

0.576

RMSE

1.023

1.121

1.128

1.304

  1. Sp spectral features, St structure features, Th thermal features