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Table 1 Results of PLSR models based on different pretreated spectral data

From: Non-destructive pre-symptomatic detection of gray mold infection in kiwifruit using hyperspectral data and chemometrics

Target

Pretreatment

\({R}_{Cal}^{2}\)

\({RMSE}_{Cal}\)

\({R}_{CV}^{2}\)

\({RMSE}_{CV}\)

Firmness

None

0.9301

0.6650

0.8631

0.9402

MWS

0.9336

0.6481

0.8916

0.8323

MSC

0.9103

0.7531

0.8467

0.9953

Savitzky–Golay 1st derivative

0.9448

0.5909

0.9023

0.7906

Savitzky–Golay 2nd derivative

0.9226

0.6997

0.7469

1.2721

SNV

0.9236

0.6950

0.8553

0.9673

SSC

None

0.7832

0.5836

0.6916

0.7028

MWS

0.7182

0.6653

0.6455

0.7513

MSC

0.8958

0.4046

0.7468

0.6368

Savitzky–Golay 1st derivative

0.9127

0.3703

0.7523

0.6283

Savitzky–Golay 2nd derivative

0.7317

0.6492

0.6180

0.7822

SNV

0.8622

0.4652

0.7170

0.6736

TA

None

0.8197

0.0488

0.7329

0.0600

MWS

0.8695

0.0415

0.7834

0.0540

MSC

0.8446

0.0453

0.7400

0.0591

Savitzky–Golay 1st derivative

0.9594

0.0232

0.7841

0.0539

Savitzky–Golay 2nd derivative

0.8260

0.0480

0.5830

0.0750

SNV

0.8211

0.0486

0.7321

0.0599

  1. Bold text indicates the best pretreatment method