def perform_loocv_classifiers(args): # Instantiate Classifier classifier = Classifier(classifier=None, no_clusters=args.number_cluster, no_samples=None) classifier.OsName = platform.system() print('Operating System: ', classifier.OsName) print('LOOCV Classification') classifier.test_name = args.test_name classifier.aggregateVideoFeatures = False if args.use_train_test_val: classifier.datasets = ['training', 'validation', 'test'] classifier.base_path = args.base_path classifier.label_path = args.label_path # Send e-mail Process Start send_email_start(classifier) # train the model classifier.trainModelFV_LOOCV_Classifiers(extension=args.features_file_filter)
def perform_loocv_fusion(args): classifier = Classifier(classifier=SVC(kernel='linear'), no_clusters=args.number_cluster, no_samples=None) classifier.OsName = platform.system() print('Operating System: ', classifier.OsName) print('LOOCV Fusion') classifier.test_name = args.test_name classifier.aggregateVideoFeatures = False if args.use_train_test_val: classifier.datasets = ['training', 'validation', 'test'] classifier.base_path = args.base_path classifier.base_path2 = args.base_path2 classifier.features_file_filter = args.features_file_filter classifier.label_path = args.label_path # Send e-mail Process Start send_email_start(classifier, True) # train the model classifier.trainModelFV_LOOCV_Fusion()