Table 3 Classification Results on BreaKHis
From: Breast cancer histopathology image classification through assembling multiple compact CNNs
Cri. | Str. | Magnification Factors | |||
|---|---|---|---|---|---|
|  |  | 40 × | 100 × | 200 × | 400 × |
PL(Acc.) | 1 | 82.4 ±3.4 | 80.8 ±1.1 | 81.3 ±1.5 | 77.3 ±2.9 |
|  | 2(Max) | 83.7 ±2.3 | 81.4 ±2.9 | 82.8 ±3.7 | 79.0 ±4.6 |
|  | 2 | 83.9 ±2.3 | 82.2 ±3.7 | 83.4 ±1.8 | 79.6 ±5.0 |
|  | 3(Max) | 83.8 ±2.3 | 82.3 ±1.6 | 83.5 ±2.5 | 79.2 ±4.8 |
|  | 3 | 84.5 ±2.5 | 83.4 ±2.5 | 83.9 ±1.7 | 80.0 ±4.3 |
IL(Acc.) | 1 | 82.0 ±2.5 | 81.1 ±0.9 | 81.4 ±1.8 | 76.8 ±3.9 |
|  | 2(Max) | 84.3 ±0.9 | 81.5 ±3.1 | 84.0 ±4.6 | 79.7 ±4.4 |
|  | 2 | 85.0 ±1.3 | 83.6 ±3.1 | 84.6 ±1.8 | 80.4 ±5.1 |
|  | 3(Max) | 84.8 ±0.9 | 82.7 ±1.7 | 84.7 ±3.5 | 79.8 ±4.6 |
|  | 3 | 85.6 ±1.4 | 83.9 ±2.8 | 85.4 ±1.4 | 81.2 ±4.5 |
Kappa | 1 | 0.585 ±0.050 | 0.547 ±0.031 | 0.563 ±0.020 | 0.449 ±0.090 |
|  | 2(Max) | 0.635 ±0.030 | 0.536 ±0.123 | 0.619 ±0.119 | 0.500 ±0.132 |
|  | 2 | 0.637 ±0.036 | 0.525 ±0.131 | 0.607 ±0.102 | 0.514 ±0.149 |
|  | 3(Max) | 0.635 ±0.029 | 0.579 ±0.061 | 0.637 ±0.085 | 0.504 ±0.135 |
|  | 3 | 0.651 ±0.039 | 0.551 ±0.106 | 0.625 ±0.087 | 0.535 ±0.128 |
PPV | 1 | 75.1 ±6.2 | 77.4 ±4.8 | 73.4 ±5.7 | 70.4 ±7.4 |
|  | 2(Max) | 84.7 ±3.8 | 81.4 ±2.7 | 78.5 ±0.7 | 77.3 ±5.3 |
|  | 2 | 85.9 ±3.5 | 81.6 ±1.9 | 79.4 ±1.7 | 79.5 ±6.6 |
|  | 3(Max) | 84.7 ±3.9 | 82.1 ±1.5 | 79.2 ±1.2 | 77.8 ±5.5 |
|  | 3 | 86.4 ±2.4 | 83.3 ±2.1 | 80.1 ±2.1 | 81.3 ±5.1 |