Table 6.
Classification performance of single-channel features under different magnifications.
| Features | 40X | |||||
|---|---|---|---|---|---|---|
| R | G | B | ||||
| Image_accuracy (%) | Patient_accuracy (%) | Image_accuracy (%) | Patient_accuracy (%) | Image_accuracy (%) | Patient_accuracy (%) | |
| GLCM1 | 89.03 ± 2.28 | 87.46 ± 2.23 | 82.25 ± 4.51 | 82.03 ± 2.30 | 83.62 ± 3.07 | 82.84 ± 2.12 |
| GLCM4 | 88.47 ± 1.99 | 86.06 ± 1.58 | 81.53 ± 4.12 | 82.05 ± 2.68 | 83.58 ± 3.62 | 82.00 ± 3.23 |
| APVEC | 83.43 ± 1.51 | 79.73 ± 1.30 | 77.00 ± 3.95 | 77.39 ± 2.60 | 74.97 ± 3.32 | 73.18 ± 0.23 |
| HIM | 81.08 ± 1.03 | 77.26 ± 0.86 | 77.30 ± 4.28 | 77.81 ± 2.54 | 74.83 ± 3.31 | 73.08 ± 0.00 |
| Wavelet | 80.74 ± 4.69 | 80.24 ± 2.28 | 81.35 ± 5.17 | 81.21 ± 3.16 | 81.28 ± 5.12 | 80.97 ± 2.89 |
| Tamura | 76.90 ± 3.50 | 75.57 ± 0.64 | 79.32 ± 4.22 | 78.84 ± 1.85 | 77.17 ± 3.06 | 75.97 ± 0.77 |
| LBP | 84.70 ± 3.75 | 86.65 ± 3.63 | 84.11 ± 3.52 | 85.53 ± 2.93 | 84.64 ± 3.01 | 86.35 ± 2.02 |
| CLBP | 82.64 ± 4.17 | 83.29 ± 2.78 | 83.79 ± 3.75 | 84.90 ± 2.81 | 83.36 ± 4.40 | 84.18 ± 3.11 |
| Gabor | 83.46 ± 4.47 | 82.09 ± 3.56 | 78.63 ± 3.25 | 78.31 ± 3.32 | 80.60 ± 4.86 | 80.12 ± 2.49 |
| Hog | 76.59 ± 4.22 | 76.09 ± 3.13 | 76.38 ± 3.95 | 75.77 ± 1.91 | 76.07 ± 3.79 | 75.33 ± 2.18 |
| Features | 100X | |||||
| R | G | B | ||||
| Image_accuracy(%) | Patient_accuracy(%) | Image_accuracy(%) | Patient_accuracy(%) | Image_accuracy(%) | Patient_accuracy(%) | |
| GLCM1 | 90.32 ± 1.59 | 88.52 ± 1.87 | 84.00 ± 4.99 | 84.95 ± 4.6 | 87.43 ± 1.10 | 85.00 ± 1.05 |
| GLCM4 | 88.94 ± 1.46 | 86.83 ± 2.17 | 83.17 ± 4.99 | 84.62 ± 3.67 | 87.14 ± 1.54 | 85.58 ± 1.03 |
| APVEC | 77.70 ± 4.37 | 74.96 ± 2.26 | 78.29 ± 5.93 | 78.91 ± 4.77 | 75.00 ± 3.74 | 73.08 ± 0.00 |
| HIM | 78.83 ± 2.58 | 75.92 ± 1.32 | 78.32 ± 4.74 | 77.11 ± 3.99 | 76.17 ± 2.90 | 73.70 ± 0.44 |
| Wavelet | 79.94 ± 3.77 | 79.73 ± 1.38 | 81.00 ± 3.84 | 81.08 ± 1.01 | 79.46 ± 4.64 | 79.13 ± 2.12 |
| Tamura | 78.01 ± 3.83 | 77.31 ± 1.67 | 79.91 ± 4.28 | 79.69 ± 1.72 | 78.83 ± 4.26 | 78.41 ± 1.99 |
| LBP | 84.48 ± 4.98 | 85.68 ± 3.83 | 84.61 ± 5.02 | 86.51 ± 3.21 | 83.25 ± 4.49 | 84.54 ± 2.32 |
| CLBP | 81.75 ± 4.38 | 82.78 ± 3.12 | 81.41 ± 4.13 | 83.49 ± 1.73 | 81.83 ± 3.58 | 82.66 ± 1.55 |
| Gabor | 88.42 ± 2.99 | 87.27 ± 2.69 | 82.25 ± 5.07 | 83.63 ± 3.32 | 83.45 ± 3.64 | 83.31 ± 1.63 |
| Hog | 76.04 ± 3.86 | 74.73 ± 1.97 | 75.76 ± 4.05 | 74.40 ± 0.65 | 75.67 ± 3.93 | 74.34 ± 1.15 |
| Features | 200X | |||||
| R | G | B | ||||
| Image_accuracy(%) | Patient_accuracy(%) | Image_accuracy(%) | Patient_accuracy(%) | Image_accuracy(%) | Patient_accuracy(%) | |
| GLCM1 | 91.31 ± 3.14 | 90.11 ± 3.82 | 79.05 ± 3.82 | 77.86 ± 2.81 | 88.62 ± 3.76 | 86.74 ± 5.37 |
| GLCM4 | 90.45 ± 2.90 | 89.35 ± 3.65 | 78.18 ± 3.86 | 78.42 ± 3.27 | 88.77 ± 3.30 | 86.91 ± 4.72 |
| APVEC | 83.95 ± 0.97 | 81.71 ± 2.93 | 79.40 ± 5.22 | 79.00 ± 4.83 | 76.46 ± 1.57 | 73.89 ± 1.12 |
| HIM | 83.89 ± 1.56 | 81.72 ± 2.61 | 78.46 ± 5.16 | 77.63 ± 4.28 | 79.09 ± 2.46 | 77.02 ± 1.37 |
| Wavelet | 77.67 ± 4.12 | 76.68 ± 2.27 | 77.69 ± 3.76 | 76.58 ± 2.48 | 76.59 ± 3.99 | 75.16 ± 2.18 |
| Tamura | 75.98 ± 2.10 | 74.17 ± 2.44 | 76.48 ± 1.77 | 74.84 ± 2.52 | 76.01 ± 2.08 | 74.05 ± 2.18 |
| LBP | 83.21 ± 4.75 | 84.35 ± 3.95 | 82.66 ± 4.97 | 83.36 ± 4.19 | 82.48 ± 4.07 | 82.87 ± 3.39 |
| CLBP | 79.21 ± 3.43 | 79.24 ± 2.83 | 77.08 ± 3.15 | 75.97 ± 2.15 | 77.59 ± 3.37 | 77.19 ± 1.29 |
| Gabor | 88.38 ± 1.91 | 86.82 ± 2.72 | 78.46 ± 4.83 | 77.66 ± 3.66 | 84.03 ± 1.9 | 80.46 ± 2.54 |
| Hog | 75.75 ± 2.97 | 74.3 ± 1.25 | 76.39 ± 2.55 | 74.99 ± 1.12 | 75.99 ± 2.91 | 74.16 ± 1.06 |
| Features | 400X | |||||
| R | G | B | ||||
| Image_accuracy(%) | Patient_accuracy(%) | Image_accuracy(%) | Patient_accuracy(%) | Image_accuracy(%) | Patient_accuracy(%) | |
| GLCM1 | 83.48 ± 1.11 | 81.67 ± 1.35 | 80.22 ± 5.84 | 81.96 ± 5.05 | 83.09 ± 2.20 | 82.28 ± 3.23 |
| GLCM4 | 83.14 ± 1.11 | 81.24 ± 1.55 | 82.25 ± 5.36 | 83.43 ± 5.00 | 84.51 ± 2.73 | 83.75 ± 3.71 |
| APVEC | 73.34 ± 2.99 | 73.10 ± 0.05 | 79.31 ± 6.57 | 80.75 ± 5.89 | 73.37 ± 2.85 | 73.03 ± 0.11 |
| HIM | 74.27 ± 3.01 | 74.07 ± 1.10 | 78.08 ± 5.87 | 79.33 ± 5.53 | 76.01 ± 1.36 | 74.51 ± 2.39 |
| Wavelet | 75.47 ± 3.87 | 75.80 ± 2.41 | 75.18 ± 3.90 | 75.20 ± 2.50 | 75.54 ± 4.67 | 75.83 ± 3.40 |
| Tamura | 73.34 ± 2.99 | 73.10 ± 0.05 | 73.47 ± 2.76 | 73.25 ± 0.29 | 75.37 ± 4.01 | 75.92 ± 2.36 |
| LBP | 80.81 ± 5.01 | 81.87 ± 3.61 | 80.78 ± 5.77 | 82.31 ± 3.97 | 82.3 ± 6.32 | 83.35 ± 5.19 |
| CLBP | 74.88 ± 3.31 | 75.00 ± 1.70 | 74.07 ± 3.55 | 74.40 ± 1.21 | 74.63 ± 3.50 | 75.11 ± 1.60 |
| Gabor | 78.71 ± 3.73 | 76.82 ± 4.35 | 80.12 ± 5.34 | 81.46 ± 4.02 | 79.27 ± 2.88 | 77.86 ± 2.79 |
| Hog | 75.41 ± 3.02 | 74.66 ± 0.76 | 76.75 ± 3.68 | 76.91 ± 1.54 | 77.03 ± 3.31 | 76.62 ± 1.83 |