Research Article

Research on Classification Method of Maize Seed Defect Based on Machine Vision

Table 3

The accuracy of machine learning algorithm.

AlgorithmAccuracy

Logistic regressionLogistic regression75.7
Quadratic SVM77.8
Cubic SVM77.9
Fine Gaussian SVM50.1
Medium Gaussian SVM79.2
Coarse Gaussian SVM79.0

KNNFine KNN57.3
Medium KNN72.4
Coarse KNN78.2
Cosine KNN74.8
Cubic KNN60.1

EnsembleBoosted trees78.1
Bagged trees79.1
Subspace discriminant78.2
Subspace KNN71.8
RUSBoosted trees75.9