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. 2018 Nov 12;13(11):e0206996. doi: 10.1371/journal.pone.0206996

Table 3. Statistics of glomerulus classification using different color texture descriptors (mean±std.).

Feature set Dimension FLD SVM KNN
ACC AUC ACC AUC ACC AUC
LBP [8] 36 0.705±0.032 0.775±0.032 0.695±0.040 0.770±0.052 0.691±0.035 0.755±0.043
ind-LBP 3×36 0.716±0.030 0.799±0.031 0.720±0.030 0.792±0.051 0.714±0.034 0.802±0.033
OC-LBP [25] 6×36 0.730±0.028 0.813±0.025 0.730±0.038 0.830±0.052 0.716±0.031 0.803±0.032
norm-LBP [27] 36 0.685±0.031 0.752±0.032 0.689±0.047 0.746±0.051 0.675±0.042 0.733±0.041
LCVBP [14] 4×36 0.758±0.031 0.844±0.026 0.785±0.033 0.853±0.052 0.792±0.031 0.866±0.028
LCC [30] 256 0.582±0.036 0.619±0.038 0.570±0.041 0.595±0.065 0.583±0.034 0.610±0.045
LCC-LBP [30] 256+36 0.665±0.029 0.726±0.029 0.626±0.040 0.709±0.054 0.641±0.040 0.702±0.048
LAP [31] 3×36 0.715±0.029 0.780±0.030 0.721±0.046 0.795±0.041 0.696±0.017 0.767±0.021
LAP-LBP [31] 6×36 0.830±0.024 0.903±0.018 0.813±0.048 0.901±0.036 0.776±0.027 0.861±0.022
QDCP 36 0.809±0.024 0.892±0.022 0.839±0.023 0.896±0.020 0.843±0.025 0.876±0.043
QDCP-LBP 2×36 0.847±0.023 0.919±0.020 0.846±0.027 0.920±0.024 0.838±0.031 0.913±0.016
QDCP/LBP 362 0.930±0.017 0.977±0.010 0.897±0.066 0.961±0.062 0.838±0.032 0.920±0.022