Machine learning identification of Pseudomonas aeruginosa strains from colony image data
Table 2
Performance comparison with shallow learning (SVM) models.
We contrast validation and test accuracy for our trained ResNet model (see also Fig 5 and S1 Table) with accuracy metrics for radial basis function (RBF) SVMs trained on colony metric data (Figs 3 and 4) and on features extracted from the trained ResNet model. See methods for details of SVM models and feature extraction. Statistical comparisons are summarized in S4 Table.