dt_string,
predicted_lenses_filepath='../Results/g_r_%s/PredictedAll' % dt_string)
savePredictedLenses(
all_des_names,
all_predicted_class_probabilities,
predicted_lenses_filepath='../Results/g_r_%s/PredictedAll' % dt_string,
text_file_path='../Results/g_r_%s/Predicted84/All_LensesPredicted.txt' %
dt_string)
excel_headers.append("Predicted_Lens_All")
excel_dictionary.append(all_lens_predicted_count)
excel_headers.append("Predicted_No_Lens_All")
excel_dictionary.append(all_non_lens_predicted_count)
# K fold for training data
executeKFoldValidation(training_data, training_labels, val_data, val_labels,
testing_data, testing_labels, images_47, labels_47,
images_84, labels_84, all_unseen_images,
all_unseen_labels)
print("Test loss of normal CNN: %s" % scores[0])
print("Test accuracy of normal CNN: %s" % (scores[1] * 100))
# add row to excel table
if makeNewCSVFile:
createExcelSheet('../Results/new_kerasCNN_Results.csv', excel_headers)
writeToFile('../Results/new_kerasCNN_Results.csv', excel_dictionary)
else:
writeToFile('../Results/new_kerasCNN_Results.csv', excel_dictionary)
text_file_path=
'../Results/%s/UnseenKnownLenses/PredictedMatrixBeforeKFOLD.txt' %
dt_string,
predicted_lenses_filepath='../Results/%s/UnseenKnownLenses' % dt_string)
predicted_lenses, predicted_no_lenses = savePredictedLenses(
known_des_names,
predicted_class_probabilities_known_lenses,
text_file_path='../Results/%s/UnseenKnownLenses/'
'PredictedMatrixBeforeKFOLD.txt' % dt_string,
predicted_lenses_filepath='../Results/%s/UnseenKnownLenses' % dt_string)
excel_headers.append("Unseen_Known_Lenses_Predicted")
excel_dictionary.append(lens_predicted)
excel_headers.append("Unseen_Known_Lenses_No_Lens_Predicted")
excel_dictionary.append(non_lens_predicted)
# K fold for training data
executeKFoldValidation(training_data, training_labels, val_data, val_labels,
testing_data, testing_labels, known_images,
known_labels, known_des_names)
if makeNewCSVFile:
createExcelSheet('../Results/Architecture_kerasCNN_Results.csv',
excel_headers)
writeToFile('../Results/Architecture_kerasCNN_Results.csv',
excel_dictionary)
else:
writeToFile('../Results/Architecture_kerasCNN_Results.csv',
excel_dictionary)