Table 3 The classification results of multiple view features using SVM
Datasets | C | Gaussian | Polynomial | Linear | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
|  |  | R | 1−P | F measure | R | 1−P | F measure | R | 1−P | F measure |
WHOI | 1 | 84% | 15.43% | 0.843 | 88.97% | 10.95% | 0.89 | 86.45% | 13.41% | 0.865 |
| Â | 10 | 88.94% | 11% | 0.89 | 89.45% | 10.47% | 0.895 | 88.12% | 11.78% | 0.882 |
| Â | 100 | 89.57% | 10.3% | 0.896 | 88.42% | 11.46% | 0.885 | 86.33% | 13.59% | 0.864 |
ZooScan | 1 | 79.65% | 16.06% | 0.817 | 82.45% | 15.99% | 0.832 | 79.91% | 18.14% | 0.809 |
| Â | 10 | 85.39% | 13.2% | 0.861 | 84.14% | 15.22% | 0.845 | 85.52% | 16.01% | 0.847 |
| Â | 100 | 84.87% | 13.62% | 0.856 | 83.04% | 16.02% | 0.835 | 82.27% | 18.23% | 0.82 |
Kaggle | 1 | 77.26% | 18.96% | 0.791 | 77.48% | 19.6% | 0.789 | 71.32% | 25.09% | 0.731 |
| Â | 10 | 82.41% | 16.33% | 0.83 | 80.7% | 18.08% | 0.813 | 78.44% | 20.63% | 0.789 |
| Â | 100 | 82.09% | 18.89% | 0.816 | 79.01% | 19.73% | 0.796 | 78.1% | 22.05% | 0.78 |