Research Article

Completed Local Ternary Pattern for Rotation Invariant Texture Classification

Table 1

Classification rates (%) on TC10 and TC12 database.

, , ,
TC10 TC12 Average TC10 TC12 Average TC10 TC12 Average
t184 Horizon t184 Horizon t184 Horizon

CLBP_S 95.07 85.04 80.78 86.96 89.40 82.26 75.20 82.29 84.41 65.46 63.68 71.18
CLBC_S [30] 91.35 83.82 82.75 85.97 88.67 82.57 77.41 82.88 82.94 65.02 63.17 70.38
CLTP_S 98.20 93.59 89.42 93.74 96.95 90.16 86.94 91.35 94.14 75.88 73.96 81.33

CLBP_M 95.52 81.18 78.65 85.12 93.67 73.79 72.40 79.95 81.74 59.30 62.77 67.94
CLBC_M [30] 91.85 75.59 74.58 80.67 92.45 70.35 72.64 78.48 78.96 53.63 58.01 63.53
CLTP_M 98.00 85.39 84.65 89.35 97.32 83.40 84.40 88.37 94.04 75.86 74.05 81.32

CLBP_M/C 98.02 90.74 90.69 93.15 97.44 86.94 90.97 91.78 90.36 72.38 76.66 79.80
CLTP_M/C 98.52 91.23 89.98 93.24 97.94 90.14 92.38 93.49 95.94 84.70 86.02 88.89

CLBP_S_M/C 98.33 94.05 92.40 94.93 98.02 90.99 91.08 93.36 94.53 81.87 82.52 86.31
CLTP_S_M/C 98.98 95.00 92.94 95.64 98.44 92.41 92.80 94.55 96.43 84.00 86.85 89.09

CLBP_S/M 99.32 93.58 93.35 95.42 97.89 90.55 91.11 93.18 94.66 82.75 83.14 86.85
CLBC_S/M [30] 98.70 91.41 90.25 93.45 98.10 89.95 90.42 92.82 95.23 82.13 83.59 86.98
CLTP_S/M 99.04 94.14 92.59 95.26 97.84 92.06 92.69 94.20 96.41 82.85 84.81 88.02

CLBP_S/M/C 98.93 95.32 94.53 96.26 98.72 93.54 93.91 95.39 96.56 90.30 92.29 93.05
CLBC_S/M/C [30] 98.78 94.00 93.24 95.34 98.54 93.26 94.07 95.29 97.16 89.79 92.92 93.29
CLBC_CLBP [30] 98.96 95.37 94.72 96.35 98.83 93.59 94.26 95.56 96.88 90.25 92.92 93.35
DLBPP [30] 98.10 91.60 87.40 92.37 97.70 92.10 88.70 92.83
CLTP_S/M/C 99.17 95.67 94.28 96.37 98.93 94.03 94.79 95.92 96.98 87.06 90.30 91.45

The bold values indicate higher classification rate.