Classification of Clothing Using Midlevel Layers

Table 4

Results of baseline system using SVM to classify objects within seven categories.

	Shirt	Cloth	Pants	Shorts	Dress	Socks	Jacket
		Local features
Shirt	98.82	0.00	1.18	0.00	0.00	0.00	0.00
Cloth	63.33	0.00	20.00	10.00	0.00	6.67	0.00
Pants	100.00	0.00	0.00	0.00	0.00	0.00	0.00
Shorts	96.00	0.00	4.00	0.00	0.00	0.00	0.00
Dress	100.00	0.00	0.00	0.00	0.00	0.00	0.00
Socks	0.00	0.00	0.00	13.64	0.00	86.36	0.00
Jacket	100.00	0.00	0.00	0.00	0.00	0.00	0.00
		Average TPR = 26.46%
		Global features
Shirt	48.24	0.00	1.18	10.59	0.00	40.00	0.00
Cloth	13.33	50.00	3.33	23.33	0.00	10.00	0.00
Pants	28.00	0.00	0.00	16.00	0.00	56.00	0.00
Shorts	44.00	0.00	4.00	16.00	0.00	36.00	0.00
Dress	40.00	0.00	0.00	20.00	0.00	40.00	0.00
Socks	18.18	9.09	0.00	27.27	0.00	45.45	0.00
Jacket	60.00	0.00	0.00	20.00	0.00	20.00	0.00
		Average TPR = 22.81%
		Local and global features
Shirt	1.18	0.00	4.71	34.12	0.00	60.00	0.00
Cloth	0.00	0.00	13.33	43.33	0.00	43.33	0.00
Pants	0.00	0.00	8.00	32.00	0.00	60.00	0.00
Shorts	0.00	0.00	8.00	32.00	0.00	60.00	0.00
Dress	0.00	0.00	0.00	40.00	0.00	60.00	0.00
Socks	0.00	0.00	4.55	45.45	0.00	50.00	0.00
Jacket	0.00	0.00	0.00	40.00	0.00	60.00	0.00
		Average TPR = 13.03%