Research Article
Research on Classification Method of Maize Seed Defect Based on Machine Vision
Table 3
The accuracy of machine learning algorithm.
| Algorithm | | Accuracy |
| Logistic regression | Logistic regression | 75.7 | Quadratic SVM | 77.8 | Cubic SVM | 77.9 | Fine Gaussian SVM | 50.1 | Medium Gaussian SVM | 79.2 | Coarse Gaussian SVM | 79.0 |
| KNN | Fine KNN | 57.3 | Medium KNN | 72.4 | Coarse KNN | 78.2 | Cosine KNN | 74.8 | Cubic KNN | 60.1 |
| Ensemble | Boosted trees | 78.1 | Bagged trees | 79.1 | Subspace discriminant | 78.2 | Subspace KNN | 71.8 | RUSBoosted trees | 75.9 |
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