Table 1.
Comparison of classification approaches.
| Classes | #field img. | #cell img. | SVM field | SVM cell | SVM voting | RF field | RF cell | RF voting |
|---|---|---|---|---|---|---|---|---|
| Centrosomes | 40 | 289 | 30.0 | 11.4 | 7.5 | 45.0 | 29.4 | 40.0 |
| Cytoskeleton | 260 | 2035 | 61.2 | 58.2 | 67.8 | 67.3 | 66.5 | 70.3 |
| ER | 226 | 1818 | 77.9 | 71.6 | 81.3 | 81.9 | 78.9 | 85.5 |
| Golgi apparatus | 218 | 1800 | 66.1 | 57.8 | 74.5 | 68.3 | 66.4 | 75.5 |
| Punctate patterns | 180 | 1497 | 76.1 | 60.3 | 73.1 | 70.0 | 68.6 | 72.6 |
| Mitochondria | 612 | 4905 | 86.4 | 80.0 | 91.6 | 91.2 | 87.4 | 96.2 |
| Nucleoli | 247 | 2114 | 70.9 | 65.4 | 72.1 | 76.9 | 74.1 | 81.2 |
| Nucleus | 1720 | 14183 | 96.3 | 95.7 | 98.3 | 98.0 | 98.0 | 99.2 |
| Plasma membrane | 54 | 458 | 53.7 | 27.3 | 28.8 | 46.3 | 46.5 | 40.0 |
| Overall accuracy | — | — | 84.8 | 80.6 | 87.4 | 87.5 | 85.8 | 89.8 |