Research Article

Classification of Clothing Using Midlevel Layers

Table 6

Results of L-C-H proposed system to classify clothing using seven categories.

Shirt Cloth Pants Shorts Dress Socks Jacket

Local features

Shirt 41.18 0.00 0.00 0.00 58.82 0.00 0.00
Cloth 23.33 0.00 6.67 0.00 70.00 0.00 0.00
Pants 44.00 0.00 0.00 0.00 56.00 0.00 0.00
Shorts 36.00 0.00 0.00 0.00 64.00 0.00 0.00
Dress 40.00 0.00 0.00 0.00 60.00 0.00 0.00
Socks 0.00 0.00 54.55 13.64 31.82 0.00 0.00
Jacket 20.00 0.00 0.00 0.00 80.00 0.00 0.00

Average TPR = 14.45%

Global features

Shirt 14.12 0.00 4.71 0.00 80.00 0.00 1.18
Cloth 16.67 0.00 6.67 13.33 63.33 0.00 0.00
Pants 20.00 0.00 4.00 0.00 76.00 0.00 0.00
Shorts 28.00 0.00 4.00 4.00 64.00 0.00 0.00
Dress 40.00 0.00 0.00 0.00 60.00 0.00 0.00
Socks 13.64 0.00 0.00 0.00 86.36 0.00 0.00
Jacket 20.00 0.00 0.00 0.00 80.00 0.00 0.00

Average TPR = 11.73%

Local and global features

Shirt 21.18 0.00 0.00 0.00 78.82 0.00 0.00
Cloth 10.00 0.00 0.00 0.00 90.00 0.00 0.00
Pants 24.00 0.00 0.00 0.00 76.00 0.00 0.00
Shorts 28.00 0.00 0.00 0.00 72.00 0.00 0.00
Dress 20.00 0.00 0.00 0.00 80.00 0.00 0.00
Socks 36.36 0.00 0.00 4.55 59.09 0.00 0.00
Jacket 20.00 0.00 0.00 0.00 80.00 0.00 0.00

Average TPR = 14.45%