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()
