Table 2 The table shows all the information of datasets, each 3-D and 1-D datasets consist of four different wavelength range spectra datasets where each spectra dataset is composed of five groups of random samples for °Brix under 10, °Brix 10 to 11, °Brix 11 to 12, °Brix 12 to 13 and °Brix above 13.

From: Sugariness prediction of Syzygium samarangense using convolutional learning of hyperspectral images

 

Range

Size

Groups

Number of samples

Training

Validation

Test

3-D HSIs dataset

400–1700 nm

20 × 20 × 1367

°Brix  [0, 10] (M:8.654, Std:0.823)

131

44

43

°Brix  [10, 11] (M:10.448, Std:0.251)

97

33

32

°Brix  [11, 12] (M:11.487, Std:0.231)

131

44

43

°Brix  [12, 13] (M:12.526, Std:0.272)

131

44

43

°Brix  [13, 17] (M:14.016, Std:0.888)

131

44

43

400–1000 nm

\(20\times 20\times 1053\)

°Brix  [0, 10] (M:8.654, Std:0.823)

131

44

43

°Brix  [10, 11] (M:10.448, Std:0.251)

97

33

32

°Brix  [11, 12] (M:11.487, Std:0.231)

131

44

43

°Brix  [12, 13] (M:12.526, Std:0.272)

131

44

43

°Brix  [13, 17] (M:14.016, Std:0.888)

131

44

43

400–700 nm

\(20\times 20\times 575\)

°Brix  [0, 10] (M:8.654, Std:0.823)

131

44

43

°Brix  [10, 11] (M:10.448, Std:0.251)

97

33

32

°Brix  [11, 12] (M:11.487, Std:0.231)

131

44

43

°Brix  [12, 13] (M:12.526, Std:0.272)

131

44

43

°Brix  [13, 17] (M:14.016, Std:0.888)

131

44

43

900–1700 nm

\(20\times 20\times 424\)

°Brix  [0, 10] (M:8.654, Std:0.823)

131

44

43

°Brix  [10, 11] (M:10.448, Std:0.251)

97

33

32

°Brix  [11, 12] (M:11.487, Std:0.231)

131

44

43

°Brix  [12, 13] (M:12.526, Std:0.272)

131

44

43

°Brix  [13, 17] (M:14.016, Std:0.888)

131

44

43

1-D spectra data

400–1700 nm

\(1\times 1367\)

°Brix  [0, 10] (M:8.654, Std:0.823)

131

44

43

°Brix  [10, 11] (M:10.448, Std:0.251)

97

33

32

°Brix  [11, 12] (M:11.487, Std:0.231)

131

44

43

°Brix  [12, 13] (M:12.526, Std:0.272)

131

44

43

°Brix  [13, 17] (M:14.016, Std:0.888)

131

44

43

400–1000 nm

\(1\times 1053\)

°Brix  [0, 10] (M:8.654, Std:0.823)

131

44

43

°Brix  [10, 11] (M:10.448, Std:0.251)

97

33

32

°Brix  [11, 12] (M:11.487, Std:0.231)

131

44

43

°Brix  [12, 13] (M:12.526, Std:0.272)

131

44

43

°Brix  [13, 17] (M:14.016, Std:0.888)

131

44

43

400–700 nm

\(1\times 575\)

°Brix  [0, 10] (M:8.654, Std:0.823)

131

44

43

°Brix  [10, 11] (M:10.448, Std:0.251)

97

33

32

°Brix  [11, 12] (M:11.487, Std:0.231)

131

44

43

°Brix  [12, 13] (M:12.526, Std:0.272)

131

44

43

°Brix  [13, 17] (M:14.016, Std:0.888)

131

44

43

900–1700 nm

\(1\times 424\)

°Brix  [0, 10] (M:8.654, Std:0.823)

131

44

43

°Brix  [10, 11] (M:10.448, Std:0.251)

97

33

32

°Brix  [11, 12] (M:11.487, Std:0.231)

131

44

43

°Brix  [12, 13] (M:12.526, Std:0.272)

131

44

43

°Brix  [13, 17] (M:14.016, Std:0.888)

131

44

43

  1. The M denotes the mean °Brix, and Std denotes the standard deviation of samples in each group.