Research Article

Classification of Clothing Using Midlevel Layers

Table 8

Results of L-C-S-H proposed system to classify objects.

Shirt Cloth Pants Shorts Dress Socks Jacket

Local Features

Shirt 95.80 0.00 0.00 0.00 4.20 0.00 0.00
Cloth 28.08 0.00 0.00 0.00 69.45 2.48 0.00
Pants 53.33 0.00 0.00 0.00 46.67 0.00 0.00
Shorts 47.53 0.00 0.00 0.00 52.47 0.00 0.00
Dress 13.32 0.00 0.00 0.00 86.65 0.02 0.00
Socks 0.60 0.01 0.00 0.00 11.67 87.72 0.00
Jacket 33.81 0.00 0.00 0.00 66.19 0.00 0.00

Average TPR = 38.60%

Global Features

Shirt 90.41 0.00 0.00 0.00 9.51 0.08 0.00
Cloth 23.04 0.00 0.00 0.00 76.90 0.06 0.00
Pants 37.04 0.00 0.00 0.00 62.94 0.02 0.00
Shorts 36.93 0.00 0.00 0.00 63.00 0.07 0.00
Dress 2.80 0.00 0.00 0.00 96.95 0.25 0.00
Socks 30.45 0.00 0.00 0.00 69.55 0.00 0.00
Jacket 23.36 0.00 0.00 0.00 76.64 0.00 0.00

Average TPR = 26.77%

Local and Global Features

Shirt 65.79 0.00 0.00 0.89 31.49 0.04 1.79
Cloth 18.67 0.00 3.72 4.43 67.42 0.01 5.75
Pants 36.00 0.00 1.93 0.52 45.53 0.00 16.02
Shorts 32.94 0.00 1.72 2.24 45.62 0.05 17.43
Dress 5.48 0.00 0.00 0.07 93.80 0.00 0.65
Socks 37.54 0.00 1.26 3.17 50.06 0.00 7.97
Jacket 17.39 0.00 0.00 0.03 50.37 0.02 32.20

Average TPR = 27.99%