inception_features.py

'''
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______         _                          ___  ______ _____     
|  ___|       | |                        / _ \ | ___ \_   _|  _ 
| |_ ___  __ _| |_ _   _ _ __ ___  ___  / /_\ \| |_/ / | |   (_)
|  _/ _ \/ _` | __| | | | '__/ _ \/ __| |  _  ||  __/  | |      
| ||  __/ (_| | |_| |_| | | |  __/\__ \ | | | || |    _| |_   _ 
\_| \___|\__,_|\__|\__,_|_|  \___||___/ \_| |_/\_|    \___/  (_)
                                                                
                                                                
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Extracts image features if default_image_features = ['inception_features']

Read more about the inception model @ https://keras.io/api/applications/inceptionv3/
'''
from keras.preprocessing.image import load_img
from keras.preprocessing.image import img_to_array
from keras.applications import InceptionV3
from keras.applications.vgg16 import preprocess_input
from keras.applications.vgg16 import decode_predictions
import numpy as np

def inception_featurize(file):
    # load model 
    model = InceptionV3(include_top=True, weights='imagenet')
    img_path = file 
    img = load_img(img_path, target_size=(299, 299))
    x = img_to_array(img)
    x = np.expand_dims(x, axis=0)
    x = preprocess_input(x)
    features = model.predict(x)
    # print(features.shape)
    features=np.ndarray.flatten(features)
    # feature shape = (25088,)
    labels=list()
    for i in range(len(features)):
    	labels.append('inception_feature_%s'%(str(i+1)))
    return features, labels