Research Article
Toward a General-Purpose Heterogeneous Ensemble for Pattern Classification
Table 3
Performance (AUC) obtained in different image datasets using LTP as texture descriptor.
| LTP | Datasets (AUC) | Av | RA | PS | VI | CH | SM | HI | BR | PR | HE | LO | TR | PI | RN | PA | LE |
| SVM | 0.9144 | 0.9349 | 1.000 | 0.9975 | 0.9156 | 0.9692 | 0.8968 | 0.9814 | 0.9949 | 0.9926 | 0.9286 | 0.9696 | 0.8903 | 0.9792 | 0.9546 | 7.0 | RS-SVM | 0.9071 | 0.9352 | 1.000 | 0.9976 | 0.9195 | 0.9763 | 0.9030 | 0.9826 | 0.9950 | 0.9924 | 0.9316 | 0.9713 | 0.8944 | 0.9807 | 0.9562 | 5.9 | GPC | 0.9086 | 0.9131 | 0.9997 | 0.9971 | 0.9198 | 0.9789 | 0.8865 | 0.9816 | 0.9964 | 0.9930 | 0.9090 | 0.9769 | 0.8968 | 0.9752 | 0.9523 | 8.1 | RS_AB | 0.9121 | 0.9254 | 0.9998 | 0.9974 | 0.8924 | 0.9810 | 0.9079 | 0.9813 | 0.9965 | 0.9953 | 0.9242 | 0.9771 | 0.8959 | 0.9738 | 0.9543 | 7.0 | RS_RB | 0.9110 | 0.9293 | 0.9999 | 0.9953 | 0.9136 | 0.9739 | 0.8886 | 0.9806 | 0.9969 | 0.9955 | 0.9178 | 0.9900 | 0.8940 | 0.9738 | 0.9543 | 7.6 | DL1 | 0.8927 | 0.9173 | 0.9999 | 0.9952 | 0.9072 | 0.9811 | 0.8486 | 0.9801 | 0.9962 | 0.9965 | 0.9147 | 0.9837 | 0.8865 | 0.9811 | 0.9486 | 8.7 | DL2 | 0.8965 | 0.9220 | 0.9998 | 0.9956 | 0.8945 | 0.9815 | 0.8780 | 0.9806 | 0.9956 | 0.9959 | 0.9061 | 0.9878 | 0.8869 | 0.7900 | 0.9365 | 9.4 | DL3 | 0.7802 | 0.9239 | 0.9999 | 0.9963 | 0.9082 | 0.9815 | 0.8779 | 0.9812 | 0.9958 | 0.9962 | 0.9014 | 0.9916 | 0.8895 | 0.9525 | 0.9412 | 8.5 | S_D | 0.8985 | 0.9244 | 1.000 | 0.9958 | 0.9143 | 0.9835 | 0.8783 | 0.9818 | 0.9958 | 0.9966 | 0.9151 | 0.9916 | 0.8960 | 0.9806 | 0.9537 | 6.0 | E1 | 0.9130 | 0.9196 | 0.9997 | 0.9974 | 0.9162 | 0.9812 | 0.8999 | 0.9816 | 0.9962 | 0.9945 | 0.9191 | 0.9798 | 0.8983 | 0.9748 | 0.9551 | 7.2 | E2 | 0.9165 | 0.9337 | 0.9998 | 0.9973 | 0.9184 | 0.9809 | 0.9007 | 0.9837 | 0.9969 | 0.9960 | 0.9238 | 0.9884 | 0.9030 | 0.9768 | 0.9583 | 5.1 | E3 | 0.9165 | 0.9361 | 1.000 | 0.9975 | 0.9229 | 0.9816 | 0.9090 | 0.9843 | 0.9970 | 0.9968 | 0.9313 | 0.9835 | 0.9080 | 0.9796 | 0.9603 | 2.8 | E4 | 0.9164 | 0.9372 | 1.000 | 0.9975 | 0.9235 | 0.9824 | 0.9059 | 0.9851 | 0.9973 | 0.9971 | 0.9318 | 0.9864 | 0.9093 | 0.9808 | 0.9608 | 2.2 |
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