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. 2017 Sep 18;2017:6209703. doi: 10.1155/2017/6209703

Table 4.

Results of comparative classifiers with SAE on Oxford Dataset.

Classification accuracy (%) Classifiers
KELM LSVM MSVM RSVM CART KNN LDA NB
SAE 10-8 Max 93.45 99.99 99.90 99.90 99.90 100.00 99.69 99.19
Mean 77.74 95.89 94.47 96.32 96.04 97.81 95.17 94.29
Min 66.67 93.66 89.23 93.43 93.81 93.23 92.85 93.73

SAE 10-7 Max 96.43 100.00 98.46 100.00 100.00 100.00 99.60 99.58
Mean 80.18 96.20 95.76 96.58 96.82 97.63 96.16 95.22
Min 63.69 94.13 93.46 93.52 94.53 94.52 93.01 93.61

SAE 10-6 Max 89.29 100.00 99.81 99.99 100.00 100.00 99.73 99.15
Mean 71.73 96.26 94.74 96.51 96.43 96.97 94.59 95.18
Min 45.83 93.74 89.13 93.51 94.64 93.22 91.37 93.62

SAE 9-8 Max 90.48 100.00 97.40 100.00 99.99 100.00 99.70 99.71
Mean 78.27 95.87 95.04 96.87 96.87 97.89 96.08 95.12
Min 56.55 92.36 89.04 93.99 94.24 92.70 92.71 93.54

SAE 9-7 Max 93.45 100.00 98.17 100.00 100.00 100.00 99.74 98.74
Mean 80.77 96.23 93.88 97.75 96.82 97.13 97.01 95.82
Min 65.48 94.22 89.04 93.59 94.49 93.14 93.28 93.93

SAE 9-6 Max 98.81 100.00 99.71 100.00 100.00 100.00 99.66 99.36
Mean 84.59 96.22 95.63 96.46 96.01 98.01 94.03 95.51
Min 70.83 93.31 90.58 94.16 94.30 93.26 93.55 93.94

SAE 8-8 Max 93.45 100.00 99.52 99.99 100.00 100.00 99.58 99.51
Mean 76.61 96.02 95.39 95.64 96.22 96.98 95.45 94.32
Min 55.95 94.19 92.21 93.37 94.36 92.75 93.75 92.25

SAE 8-7 Max 98.81 100.00 99.62 100.00 100.00 100.00 99.76 99.79
Mean 84.23 96.71 95.48 96.82 96.23 96.63 95.69 97.07
Min 70.83 94.40 92.21 93.92 94.57 94.10 92.99 94.14

SAE 8-6 Max 91.07 100.00 99.42 99.99 99.99 100.00 99.78 99.37
Mean 78.22 96.01 94.52 96.21 95.91 96.92 95.57 95.98
Min 57.74 93.37 90.87 93.59 92.53 93.42 93.44 92.49