From: An image database of Drosophila melanogaster wings for phenomic and biometric analysis
Classification | Algorithm | Hessian | Shape | Shape + Size |
---|---|---|---|---|
Sex | Random forest (10) | 85.0 % | 92.3 % (±3.7) | 94.7 % (±2.6) |
 | Random forest (1,000) | 85.0 % | 96.1 % (±2.2) | 95.9 % (±2.1) |
 | SVM | 81.7 % | 99.0 % (±1.2) | 99.0 % (±1.2) |
Genotype | Random forest (10) | 52.0 % | 43.3 % (±3.5) | 44.7 % (±3.7) |
 | Random forest (1,000) | 46.7 % | 69.1 % (±3.4) | 70.2 % (±2.8) |
 | SVM | 43.3 % | 75.1 % (±2.8) | 75.8 % (±2.7) |