Missing body measurements prediction in fashion industry: a comparative approach

Fashion and Textiles

International Journal of Interdisciplinary Research

Table 2 Prediction performance metrics of the measurements used in fashion industry for the women dataset

Measurement	LR	RF	GB	SVR	Best model	Best model MAE	Precision ratio
Left shoulder slope (acromiale-neck base)	3.41	3.44	3.46	3.42	LR	3.41	3.41
Thigh girth	1.66	1.64	1.63	1.65	GB	1.63	3.27
Neck base girth (suprasternal)	1.46	1.48	1.49	1.46	SVR	1.46	2.92
Chest/bust width	1.38	1.38	1.39	1.38	SVR	1.38	2.76
Calf girth	1.23	1.30	1.27	1.23	SVR	1.23	2.46
Knee girth	1.23	1.27	1.27	1.23	SVR	1.23	2.45
High hip girth	2.35	2.38	2.57	2.35	SVR	2.35	2.35
Upper arm girth	1.20	1.15	1.24	1.19	RF	1.15	2.31
Head girth	1.13	1.15	1.18	1.12	SVR	1.12	2.25
Neck girth	1.10	1.14	1.21	1.09	SVR	1.09	2.19
Shoulder length (acromia—7th cervical vertebra)	2.18	2.20	2.22	2.18	LR	2.18	2.18
Ankle girth	1.06	1.08	1.14	1.07	LR	1.06	2.13
Underbust girth	1.92	1.90	1.89	1.91	GB	1.89	1.89
Wrist girth	0.80	0.81	0.81	0.80	SVR	0.80	1.60
Bustpoint-waist length	1.51	1.54	1.54	1.51	SVR	1.51	1.51
Left arm length (acromia-wrist)	1.37	1.43	1.39	1.37	SVR	1.37	1.37
Bustpoint length (neck base-bustpoint)	1.34	1.34	1.35	1.34	LR	1.34	1.34
Back length (7th cervical-waist)	1.31	1.36	1.42	1.30	SVR	1.30	1.30
Back lower trunk length	1.27	1.33	1.27	1.27	LR	1.27	1.27
Bustpoints breadth	0.59	0.60	0.60	0.58	SVR	0.58	1.16
Left waist side length-ground	1.13	1.23	1.18	1.13	SVR	1.13	1.13
Waist height	1.10	1.22	1.17	1.11	LR	1.10	1.10
Body rise	1.08	1.16	1.11	1.07	SVR	1.07	1.07
Front lower trunk length	1.02	1.08	1.11	1.02	SVR	1.02	1.02
Waist-knee height	1.01	1.09	1.03	1.01	LR	1.01	1.01
7th cervical height	0.91	0.95	0.99	0.91	LR	0.91	0.91
Head height (vertex-7th cervical)	0.90	0.96	0.93	0.90	SVR	0.90	0.90
Length of scye	0.71	0.72	0.72	0.71	LR	0.71	0.71
Knee-ground height	0.61	0.63	0.64	0.61	SVR	0.61	0.61
Back width	0.02	0.01	0.00	0.02	GB	0.00	0.01