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@crikeli
Last active April 27, 2017 01:37
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resizing image function
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The next step of the process is to create some uniformity in our data, in other words we can resize images to squares so that we have images with centered plankton."
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The image height is 50 pixels and the width is 35 pixels\n",
"The image resides at the path : /home/ubuntu/nbs/data/plankton/train/hydromedusae_partial_dark/143193.jpg\n"
]
},
{
"data": {
"image/png": 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ff+DgsCoQpJ6vys3L77Wcdc/o1F+ZhQcdKY0HFqNEdTRPva9V6yJlu4hA7L6lM4BAgxml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\nOiF0dHTM0Amho6Njhv8HV/r5mdvUcHsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f530fa99090>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plotting a random image from our training set.\n",
"example_file = glob.glob(os.path.join(data_dir+\"train\", directory_names[52],'*.jpg'))[8]\n",
"im = imread(example_file)\n",
"plt.imshow(im, cmap=cm.gray)\n",
"# Notice that the shape of the image is defined as height by width.\n",
"print(\"The image height is {} pixels and the width is {} pixels\").format(im.shape[0], im.shape[1])\n",
"print(\"The image resides at the path : {}\").format(example_file)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Now we define a function that aids us in resizing the images"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# The function takes in the path of the image that needs to be resized and acts upon it.\n",
"# I've put a lot of print statements and images to aid in visualizing how the function works...\n",
"def resize_save_image(image_path):\n",
" # Opening image and retrieving its array\n",
" image_array = np.asarray(Image.open(image_path))\n",
" \n",
" image_shape = image_array.shape\n",
" print(\"The height of the image is {} px and the width is {} px\").format(image_shape[0], image_shape[1])\n",
" print(\"************************************\")\n",
" \n",
" # determining the padding of images so that they are all the same size...\n",
" if image_shape[0] > image_shape[1]:\n",
" print \"The image height is greater than image width\"\n",
" padH = int((image_shape[0] - image_shape[1]) / 2)\n",
" padV = 0\n",
" print(\"The image is padded by {} pixels\").format(padH)\n",
" print(\"************************************\")\n",
" \n",
" if image_shape[1] > image_shape[0]:\n",
" print \"The image width is greater than image height\" \n",
" padH = 0\n",
" padV = int((image_shape[1] - image_shape[0]) / 2)\n",
" print(\"The image is padded by {} pixels\").format(padV)\n",
" print(\"************************************\")\n",
"\n",
" \n",
" if image_shape[1] == image_shape[0]:\n",
" print(\"GUYZ...The image is already a square.\")\n",
" print \"image_shape[1] == image_shape[0]\"\n",
" padH = 0\n",
" padV = 0\n",
" print(\"Ain't nobody got time for pad..\")\n",
" print(\"************************************\")\n",
" \n",
" # The array is padded by px values of 255(white) according to the padding parameters we determine above.\n",
" padded_array = np.pad(image_array, ((padV, padV), (padH, padH)), mode='constant', constant_values=255)\n",
" print(\"Padding the array...\")\n",
" print(\"************************************\")\n",
" \n",
" # The array is converted back to an image\n",
" img = Image.fromarray(padded_array, 'L')\n",
" print(\"************************************\")\n",
" print(\"This is what the image looks like after padding...\")\n",
" plt.imshow(img, cmap=cm.gray)\n",
" plt.show()\n",
" print(\"************************************\")\n",
" \n",
" # The image is resized to a square depending on the largest side of the image.\n",
" square = (np.max(image_array.shape))\n",
" img = img.resize((square, square))\n",
" print(\"************************************\")\n",
" print(\"This is what the final state of the image looks like...\")\n",
" plt.imshow(img, cmap=cm.gray)\n",
" plt.show()\n",
" print(\"************************************\")\n",
" \n",
" img.save(image_path)\n",
" print(\"************************************\")\n",
" print(\"Image saved to {}\").format(image_path)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The height of the image is 50 px and the width is 35 px\n",
"************************************\n",
"The image height is greater than image width\n",
"The image is padded by 7 pixels\n",
"************************************\n",
"Padding the array...\n",
"************************************\n",
"************************************\n",
"This is what the image looks like after padding...\n"
]
},
{
"data": {
"image/png": 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N7/2zg5R7wP08vx6ZRjT0bgJCnh8BTMrZ4qwpJXtoML6GrTk7VjBSwFWgjcCWzroofG0b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\ngCTbRCKRmAH+H8GU6PrZGji+AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f530ab00d50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"************************************\n",
"************************************\n",
"This is what the final state of the image looks like...\n"
]
},
{
"data": {
"image/png": 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9nq0HtargV8VCv1WoU/U2r671fK/zBeA6Q0O/UxWNuupzldVVBOqXFkH4AZnH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\n56nSCPfVcfX80DXt9UN1X9c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cQklaPBZkh9peFrVDQfQxAXERE1ZJwgKwxnbz+wThwWCA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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f530fa99650>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"************************************\n",
"************************************\n",
"Image saved to /home/ubuntu/nbs/data/plankton/train/hydromedusae_partial_dark/143193.jpg\n"
]
}
],
"source": [
"resize_save_image(example_file)"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda root]",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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