Algorithm 1 CNN-SVM

Input: training data. Output: predicted category. Begin Step1: train the CNN backbone with the CNN classifier on the training data Step2: save the parameters of the CNN backbone Step3: replace the CNN classifier with the SVM classifier Step4: test the CNN-SVM model on the test data Step5: output the classification results End