Table 3.
Patch-based 2D-CNN classification results of 14 patients using hyperspectral patches and RGB patches
Patient number | Method | AUC | Accuracy (%) | Specificity (%) | Sensitivity (%) |
---|---|---|---|---|---|
62 | RGB Patch | 0.92 | 80.4 | 90.0 | 73.1 |
HSI Patch | 0.95 | 83.5 | 98.7 | 68.4 | |
68 | RGB Patch | 0.95 | 93.3 | 92.1 | 95.3 |
HSI Patch | 0.89 | 78.5 | 90.9 | 67.0 | |
74 | RGB Patch | 0.91 | 85.4 | 79.8 | 96.5 |
HSI Patch | 1 | 87.2 | 81.9 | 100 | |
127 | RGB Patch | 0.92 | 84.5 | 85.7 | 83.0 |
HSI Patch | 0.92 | 75.6 | 60.3 | 92.9 | |
134 | RGB Patch | 0.90 | 75.3 | 74.2 | 76.7 |
HSI Patch | 0.86 | 69.2 | 32.2 | 99.1 | |
137 | RGB Patch | 0.99 | 96.4 | 93.8 | 97.7 |
HSI Patch | 1 | 99.1 | 97.3 | 100 | |
154 | RGB Patch | 0.90 | 76.8 | 90.9 | 65.4 |
HSI Patch | 0.90 | 77.5 | 58.2 | 97.0 | |
161 | RGB Patch | 0.92 | 61.4 | 54.7 | 97.5 |
HSI Patch | 0.93 | 65.0 | 100 | 48.4 | |
166 | RGB Patch | 0.96 | 88.5 | 86.8 | 90.1 |
HSI Patch | 0.97 | 89.3 | 90.4 | 87.9 | |
172 | RGB Patch | 0.97 | 91.0 | 91.4 | 90.7 |
HSI Patch | 1 | 97.4 | 94.7 | 99.7 | |
174 | RGB Patch | 0.92 | 74.4 | 46.0 | 97.9 |
HSI Patch | 0.98 | 91.8 | 85.9 | 96.7 | |
184 | RGB Patch | 0.95 | 77.9 | 75.0 | 92.3 |
HSI Patch | 0.94 | 80.2 | 83.3 | 70.5 | |
187 | RGB Patch | 0.93 | 85.5 | 80.5 | 87.2 |
HSI Patch | 0.94 | 87.5 | 83.5 | 90.2 | |
188 | RGB Patch | 0.84 | 72.0 | 66.6 | 100 |
HSI Patch | 0.84 | 72.3 | 89.4 | 69.1 | |
Average | RGB Patch | 0.93 | 81.6 | 79.1 | 88.8 |
HSI Patch | 0.94 | 82.4 | 81.9 | 84.8 |