Table 9.
Summary of feature importance for shape only feature set (feature importance greater than 0.01 highlighted in bold text)
| All sizes | Small | Medium | Large | |
|---|---|---|---|---|
| Roughness | 0.027 | 0.005 | 0.067 | 0.336 |
| Compactness | 0.013 | 0.013 | 0.035 | 0.044 |
| Solidity | 0.002 | 0.008 | 0.031 | 0.009 |
| Circularity | 0.001 | 0.010 | 0.001 | 0.026 |
| Eccentricity | 0.001 | 0.004 | 0.008 | <0.001 |
| Radial distance SD | 0.003 | 0.005 | 0.006 | <0.001 |
| Second moment | 0.003 | 0.036 | 0.002 | <0.001 |
| Extent | 0.003 | 0.006 | 0.002 | <0.001 |