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+# Image Super Resolution using AutoEncoders in Keras
+
+## Description:
+
+Image Super Resolution is a technique to increase the resolution of an image using Deep Learning model, which in this case is by using the autoencoders from the keras package.
+
+The project currently aims to enchance the images from the car image dataset. Future scope of this project is to implement for various other images of different subject.
+
+## Requirements:
+
+### Setup an environment:
+
+For Unix based systems please execute the following command to create venv and install requirements.
+
+```
+make init
+source .venv/bin/activate
+```
+
+For windows users,
+
+```
+py -m venv env
+.\env\Scripts\Activate.ps1
+py -m pip install -r requirements.txt
+```
+
+## Usage:
+
+After setting up the environment, Run the main.py to kickstart the project
+
+```
+$> python3 main.py
+```
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diff --git a/image_super_resolution/main.py b/image_super_resolution/main.py
new file mode 100644
index 000000000..f6af7bb55
--- /dev/null
+++ b/image_super_resolution/main.py
@@ -0,0 +1,160 @@
+import os
+import re
+from tensorflow.keras.layers import Input, Conv2D, MaxPooling2D
+from tensorflow.keras.layers import Dropout, UpSampling2D, add
+from skimage.transform import resize, rescale
+from tensorflow.keras.models import Model
+from tensorflow.keras import regularizers
+import matplotlib.pyplot as plt
+import numpy as np
+np.random.seed(0)
+
+
+def get_encoder(input_layer, activator, regularizer_act):
+    layer1 = Conv2D(64, (3, 3), padding='same', activation=activator,
+                    activity_regularizer=regularizer_act)(input_layer)
+    layer2 = Conv2D(64, (3, 3), padding='same', activation=activator,
+                    activity_regularizer=regularizer_act)(layer1)
+    layer3 = MaxPooling2D(padding='same')(layer2)
+    layer3 = Dropout(0.3)(layer3)
+    layer4 = Conv2D(128, (3, 3), padding='same', activation=activator,
+                    activity_regularizer=regularizer_act)(layer3)
+    layer5 = Conv2D(128, (3, 3), padding='same', activation=activator,
+                    activity_regularizer=regularizer_act)(layer4)
+    layer6 = MaxPooling2D(padding='same')(layer5)
+
+    layer7 = Conv2D(256, (3, 3), padding='same', activation=activator,
+                    activity_regularizer=regularizer_act)(layer6)
+    return Model(input_layer, layer7)
+
+
+def get_decoder(input_layer, activator, regularizer_act):
+    layer1 = Conv2D(64, (3, 3), padding='same', activation=activator,
+                    activity_regularizer=regularizer_act)(input_layer)
+    layer2 = Conv2D(64, (3, 3), padding='same', activation=activator,
+                    activity_regularizer=regularizer_act)(layer1)
+    layer3 = MaxPooling2D(padding='same')(layer2)
+    layer3 = Dropout(0.3)(layer3)
+    layer4 = Conv2D(128, (3, 3), padding='same', activation=activator,
+                    activity_regularizer=regularizer_act)(layer3)
+    layer5 = Conv2D(128, (3, 3), padding='same', activation=activator,
+                    activity_regularizer=regularizer_act)(layer4)
+    layer6 = MaxPooling2D(padding='same')(layer5)
+
+    layer7 = Conv2D(256, (3, 3), padding='same', activation=activator,
+                    activity_regularizer=regularizer_act)(layer6)
+    layer8 = UpSampling2D()(layer7)
+
+    layer9 = Conv2D(128, (3, 3), padding='same', activation=activator,
+                    activity_regularizer=regularizer_act)(layer8)
+    layer10 = Conv2D(128, (3, 3), padding='same', activation=activator,
+                     activity_regularizer=regularizer_act)(layer9)
+    layer11 = add([layer5, layer10])
+    layer12 = UpSampling2D()(layer11)
+    layer13 = Conv2D(64, (3, 3), padding='same', activation=activator,
+                     activity_regularizer=regularizer_act)(layer12)
+    layer14 = Conv2D(64, (3, 3), padding='same', activation=activator,
+                     activity_regularizer=regularizer_act)(layer13)
+    layer15 = add([layer14, layer2])
+
+    output_layer = Conv2D(3, (3, 3), padding='same', activation=activator,
+                          activity_regularizer=regularizer_act)(layer15)
+    autoencoder = Model(input_layer, output_layer)
+    autoencoder_hfenn = Model(input_layer, output_layer)
+    return autoencoder, autoencoder_hfenn
+
+
+def get_train_batches(just_load_dataset=False):
+    batches = 256
+    current_batch = 0
+    curr_batch_ind = 0
+    max_batches = -1
+
+    epochs = 4
+    x_trainList = []
+    x_train_downList = []
+
+    x_train_n = []
+    x_train_down = []
+
+    for root, dirnames, filenames in os.walk("data/cars_train"):
+        for filename in filenames:
+            if re.search("\.(jpg|jpeg|JPEG|png|bmp|tiff)$", filename):
+                if(curr_batch_ind == max_batches):
+                    return x_train_n, x_train_down
+                filepath = os.path.join(root, filename)
+                image = plt.imread(filepath)
+                if(len(image.shape) > 2):
+                    image_reshaped = resize(image, (256, 256))
+                    x_trainList.append(image_reshaped)
+                    image_down = rescale(image_reshaped, 2)
+                    x_train_downList.append(rescale(image_down, 0.5))
+                    current_batch += 1
+                    if(current_batch == batches):
+                        curr_batch_ind += 1
+
+                        x_train_n = np.array(x_trainList)
+                        x_train_down = np.array(x_train_downList)
+
+                        if(just_load_dataset):
+                            return x_train_n, x_train_down
+
+                        print(f'Training Batch: {curr_batch_ind} of {batches}')
+
+                        autoencoder.fit(x_train_down, x_train_n, epochs=epochs,
+                                        batch_size=10, shuffle=True,
+                                        validation_split=0.15)
+
+                        x_trainList = []
+                        x_train_downList = []
+                        current_batch = 0
+    return x_train_n, x_train_down
+
+
+activator = 'relu'
+regularizer_act = regularizers.l1(10e-10)
+input_layer = Input(shape=(256, 256, 3))
+encoder = get_encoder(input_layer, activator, regularizer_act)
+autoencoder, autoencoder_hfenn = get_decoder(input_layer, activator,
+                                             regularizer_act)
+just_loaddata = True
+
+print('Which operation do you want to perform?')
+print('*'*10)
+print('1. Train the model')
+print('2. Test the model')
+option_num = int(input('Enter you option (1/2): '))
+if(option_num == 1):
+    just_loaddata = False
+elif(option_num == 2):
+    just_loaddata = True
+else:
+    print('Invalid Option')
+
+print('Encoder Initialized')
+print('*' * 10)
+encoder.summary()
+print('Decoder Initialized')
+print('*' * 10)
+autoencoder.summary()
+print("This might take a while!")
+x_train_n, x_train_down = get_train_batches(just_load_dataset=just_loaddata)
+autoencoder.load_weights('data/sr.img_net.mse.weights.best.hdf5')
+encoder.load_weights('data/encoder_weights.hdf5')
+encoded_image = encoder.predict(x_train_down)
+res_image = np.clip(autoencoder.predict(x_train_down), 0.0, 1.0)
+image_index = np.random.randint(0, 255)
+
+plt.figure(figsize=(100, 100))
+
+ax = plt.subplot(10, 10, 1)
+plt.imshow(x_train_down[image_index])
+plt.show()
+
+ax = plt.subplot(10, 10, 2)
+plt.imshow(x_train_n[image_index])
+plt.show()
+
+ax = plt.subplot(10, 10, 3)
+plt.imshow(res_image[image_index])
+plt.show()
diff --git a/image_super_resolution/makefile b/image_super_resolution/makefile
new file mode 100644
index 000000000..dbcb008b6
--- /dev/null
+++ b/image_super_resolution/makefile
@@ -0,0 +1,9 @@
+VENV ?= .venv
+REQUIREMENTS_FILE ?= requirements.txt
+
+init:
+	python3 -m venv $(VENV)
+	$(VENV)/bin/python -m pip install --upgrade pip
+	if [ -f $(REQUIREMENTS_FILE) ]; \
+		then $(VENV)/bin/python -m pip install -r $(REQUIREMENTS_FILE); \
+    fi
\ No newline at end of file
diff --git a/image_super_resolution/requirements.txt b/image_super_resolution/requirements.txt
new file mode 100644
index 000000000..2194b9457
--- /dev/null
+++ b/image_super_resolution/requirements.txt
@@ -0,0 +1,6 @@
+numpy
+scikit-learn
+scikit-image
+matplotlib
+tensorflow
+keras