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% | | |
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