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Fashion and Textiles

International Journal of Interdisciplinary Research

Table 3 Prediction performance metrics of the measurements used in fashion industry for the men dataset

From: Missing body measurements prediction in fashion industry: a comparative approach

Measurement

LR

RF

GB

SVR

Best model

Best model MAE

Precision ratio

Left shoulder slope (acromiale-neck base)

3.37

3.41

3.54

3.37

SVR

3.37

3.37

Neck base girth (suprasternal)

1.67

1.68

1.74

1.66

LR

1.66

3.31

Thigh girth

1.58

1.50

1.52

1.49

SVR

1.49

2.97

Neck girth

1.26

1.32

1.30

1.25

SVR

1.25

2.49

Calf girth

1.26

1.30

1.36

1.24

SVR

1.24

2.48

Shoulder length (acromia—7th cervical vertebra)

2.44

2.51

2.69

2.44

SVR

2.44

2.44

Head girth

1.16

1.17

1.16

1.16

SVR

1.16

2.30

Upper arm girth

1.18

1.13

1.17

1.18

RF

1.13

2.27

Ankle girth

1.11

1.13

1.29

1.11

SVR

1.11

2.21

Chest/Bust width

1.09

1.13

1.21

1.09

SVR

1.09

2.18

High hip girth

2.14

2.16

2.13

2.13

GB

2.13

2.13

Knee girth

1.05

1.08

1.08

1.05

SVR

1.05

2.10

Wrist girth

0.87

0.88

0.90

0.87

SVR

0.87

1.73

Left arm length (acromia-wrist)

1.62

1.67

1.80

1.62

LR

1.62

1.62

Back lower trunk length

1.50

1.56

1.58

1.49

SVR

1.49

1.49

Back length (7th cervical-waist)

1.45

1.51

1.50

1.45

LR

1.45

1.45

Waist height

1.31

1.34

1.41

1.31

SVR

1.31

1.31

Body rise

1.31

1.37

1.39

1.30

SVR

1.30

1.30

Front lower trunk length

1.21

1.26

1.35

1.21

SVR

1.21

1.21

Waist-knee height

1.17

1.19

1.25

1.16

SVR

1.16

1.16

7th cervical height

0.96

1.06

1.09

0.96

SVR

0.96

0.96

Head height (vertex-7th cervical)

0.97

0.98

1.03

0.94

SVR

0.94

0.94

Knee-ground height

0.67

0.70

0.74

0.67

SVR

0.67

0.67

Length of scye

0.41

0.42

0.42

0.41

LR

0.41

0.41

Back width

0.03

0.02

0.01

0.03

GB

0.01

0.01

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