502 lines
472 KiB
Plaintext
Executable file
502 lines
472 KiB
Plaintext
Executable file
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"# You must run this cell, but you can ignore its contents.\n",
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"\n",
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"import hashlib\n",
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"\n",
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"def ads_hash(ty):\n",
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" \"\"\"Return a unique string for input\"\"\"\n",
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" ty_str = str(ty).encode()\n",
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" m = hashlib.sha256()\n",
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" m.update(ty_str)\n",
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" return m.hexdigest()[:10]"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Numpy array for images"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"nbgrader": {
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"grade": false,
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"grade_id": "cell-6a738215de5622a5",
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"locked": true,
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"schema_version": 3,
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"solution": false
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}
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},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Images are saved in computers as arrays of numbers. In Python, the library called `numpy` (often abbreviated `np` for short). is the most common way to manipulate arrays of numbers. Here we will create an 8x8 pixel image and put it in the variable `check`."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"array([[0., 1., 0., 1., 0., 1., 0., 1.],\n",
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" [1., 0., 1., 0., 1., 0., 1., 0.],\n",
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" [0., 1., 0., 1., 0., 1., 0., 1.],\n",
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" [1., 0., 1., 0., 1., 0., 1., 0.],\n",
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" [0., 1., 0., 1., 0., 1., 0., 1.],\n",
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" [1., 0., 1., 0., 1., 0., 1., 0.],\n",
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" [0., 1., 0., 1., 0., 1., 0., 1.],\n",
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" [1., 0., 1., 0., 1., 0., 1., 0.]])"
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"# Create a variable called `check` which will contain an 8x8 array of numbers.\n",
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"check = np.zeros((8, 8))\n",
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"check[::2, 1::2] = 1\n",
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"check[1::2, ::2] = 1\n",
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"check"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"# Now lets view our 8x8 pixel image:\n",
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"plt.imshow(check, cmap='gray');"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Questions Part A - Image representation\n",
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"\n",
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"Use numpy slicing to set the values in an array:\n",
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"\n",
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"- Use `plt.imshow` to show a new 8x8 pixel image in which the top half is white and the bottom half is black.\n",
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"- Use `plt.imshow` to show a new 8x8 pixel image in which the left half is white and the right half is black."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"nbgrader": {
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"grade": true,
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"grade_id": "cell-4ee9d19bc490e8bf",
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|
"locked": false,
|
|
"points": 1,
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"schema_version": 3,
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"solution": true,
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"task": false
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}
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},
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"outputs": [
|
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{
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"data": {
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|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# The top half is white and the bottom half is black.\n",
|
|
"arr = np.zeros((8,8))\n",
|
|
"arr[:4,:] = 1\n",
|
|
"plt.imshow(arr, cmap='gray');"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {
|
|
"nbgrader": {
|
|
"grade": true,
|
|
"grade_id": "cell-9d1baa0ef55db4c6",
|
|
"locked": false,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# The left half is white and the right half is black.\n",
|
|
"arr = np.zeros((8,8))\n",
|
|
"arr[:,:4] = 1\n",
|
|
"plt.imshow(arr, cmap='gray');"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Questions Part B - More image representation\n",
|
|
"\n",
|
|
"Write the numerical value corresponding with each pixel. In other words, what number corresponds with the black color and which number corresponds with the white color?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {
|
|
"nbgrader": {
|
|
"grade": false,
|
|
"grade_id": "cell-2fd29ad721f075e0",
|
|
"locked": false,
|
|
"schema_version": 3,
|
|
"solution": true
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Type your answer here and then run this and the following cell.\n",
|
|
"black = 'replace this with your answer'\n",
|
|
"white = 'replace this with your answer'\n",
|
|
"\n",
|
|
"black = 0\n",
|
|
"white = 1"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {
|
|
"nbgrader": {
|
|
"grade": true,
|
|
"grade_id": "cell-4f11d45d5fbbe454",
|
|
"locked": true,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# If this runs without error, it means the answer in your previous cell was correct.\n",
|
|
"assert ads_hash(float(black))=='8aed642bf5'\n",
|
|
"assert ads_hash(float(white))=='d0ff5974b6'"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Questions Part C - More image representation and contrast enhancement\n",
|
|
"\n",
|
|
"Now let's look at a more interesting image. We will use data included with the library `skimage` (also called scikit-image). The homepage for scikit-image is [here](http://scikit-image.org/)."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 400x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# If import skimage fails, you can install it like this in Jupyter:\n",
|
|
"# !pip install scikit-image\n",
|
|
"# or like this at the command line:\n",
|
|
"# python -m pip install scikit-image\n",
|
|
"from skimage import data\n",
|
|
"\n",
|
|
"# Load the sample image data into a variable called `camera`.\n",
|
|
"camera = data.camera()\n",
|
|
"\n",
|
|
"plt.figure(figsize=(4, 4))\n",
|
|
"plt.imshow(camera, cmap='gray', interpolation='nearest', vmin=0, vmax=255)\n",
|
|
"plt.axis('off')\n",
|
|
"\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"So, let's checkout some things about the image. How many pixels are here? Put your answer in the `num_pixels` variable."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"nbgrader": {
|
|
"grade": false,
|
|
"grade_id": "cell-35aec8ec167eaa1a",
|
|
"locked": false,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Type your answer here and then run this and the following cell.\n",
|
|
"num_pixels = camera.shape[0]*camera.shape[1]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"nbgrader": {
|
|
"grade": true,
|
|
"grade_id": "cell-9eda0f4283380a85",
|
|
"locked": true,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# If this runs without error, it means the answer in your previous cell was correct.\n",
|
|
"assert ads_hash(num_pixels)=='54faea9b3e'"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"What is the distribution of luminance values in the image?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.hist(camera.flat,bins=256);\n",
|
|
"plt.xlabel('luminance');\n",
|
|
"plt.ylabel('number of occurances');"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"We can see that there are two main peaks in the intensity histogram. We can also see that the intensities go from 0 to 255. This happens to be the range of values that fit in an 8 bit *byte*. This is the unit of memory size on modern computers. Is it correct to think that each pixel in this image is stored as a byte?\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"dtype('uint8')"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"camera.dtype"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"The `dtype` of a numpy array is the \"data type\" - the type for each individual element of the array. Above we see the answer is `uint8` which means \"unsigned integer, 8 bits\". So, yes, each pixel is stored here as a byte."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"If you look at the histogram, you can see that there is some part of the luminance space which has very few occurances, namely above a luminance value of about 220. We can probably make better use of the 0-255 dynamic range available.\n",
|
|
"\n",
|
|
"In the cell below, enter a scale factor which fills the histogram of possible luminances more completely but does not cause too much clipping of the image values. The tower in the background should still be visible, for example. Look at the figures below to judge the effect of changing the scale factor. Put this in the variable `scale_factor`."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {
|
|
"nbgrader": {
|
|
"grade": false,
|
|
"grade_id": "cell-9ff4a4d60c8485d0",
|
|
"locked": false,
|
|
"schema_version": 3,
|
|
"solution": true
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"scale_factor = 255/220"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {
|
|
"nbgrader": {
|
|
"grade": true,
|
|
"grade_id": "cell-484ef1503b6e25a0",
|
|
"locked": true,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# assert that scale_factor is a number\n",
|
|
"assert scale_factor - 0.0 == scale_factor"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Let's look at the histogram of rescaled luminances."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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"image/png": 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+8OBBnxUHAADQGBq0qHrTpk1KT09Xly5d5HA4/FEXAABAo7EciP7+979rzZo1uu222/xRDwAAQKOzfB+iDh06KDIy0h+1AAAABITlQPT888/rd7/7nU6dOuWPegAAABqd5VNms2fP1ueff67o6Gh169ZNISEhXts/+eQTnxUHAADQGCwHogceeMAPZQAAAASO5UA0Y8YMf9QBAAAQMJbXEAEAADQ3lgNRdXW1/vCHP+jWW2+Vy+VSZGSk16OhsrOz5XA4lJGRYbYZhqHMzEzFxMQoPDxc/fv31969e71eV1lZqfHjx6tTp05q27atUlNTdezYMa8+paWlSk9Pl9PplNPpVHp6uk6cONHgWgEAQPNiORD9/ve/15w5czR8+HB5PB5NnDhRw4YNU4sWLZSZmdmgInbu3KlFixbphhtu8GqfNWuW5syZo5ycHO3cuVMul0uDBg1SeXm52ScjI0OrV6/WqlWrtHnzZp08eVIpKSmqrq42+6SlpamwsFC5ubnKzc1VYWGh0tPTG1QrAABofiwHohUrVmjx4sWaPHmyWrVqpREjRuiVV17R7373O23bts1yASdPntQjjzyixYsXq0OHDma7YRiaN2+epk+frmHDhik+Pl7Lli3TqVOntHLlSkmSx+PRkiVLNHv2bA0cOFA33XSTli9frt27d2vdunWSpH379ik3N1evvPKKkpOTlZycrMWLF+tvf/ub9u/ff966KisrVVZW5vUAAADNk+VA5Ha7lZCQIOn7H3j1eDySpJSUFK1Zs8ZyAU888YTuvfdeDRw40Ku9qKhIbrdbgwcPNtvCwsLUr18/5efnS5IKCgp05swZrz4xMTGKj483+2zdulVOp1NJSUlmnz59+sjpdJp96pKdnW2eYnM6nYqNjbV8bAAAIDhYDkSXX365iouLJUlXX3211q5dK+n7015hYWGW9rVq1Sp98sknys7OrrXN7XZLkqKjo73ao6OjzW1ut1uhoaFeM0t19YmKiqq1/6ioKLNPXaZNmyaPx2M+jh49aunYAABA8LB82f2DDz6o9evXKykpSU899ZRGjBihJUuW6MiRI3r66afrvZ+jR4/qqaee0tq1a9W6devz9jv3x2MNw7joD8qe26eu/hfbT1hYmOWABwAAgpPlQDRz5kzzn3/+858rNjZWW7Zs0dVXX63U1NR676egoEAlJSVKTEw026qrq/Xhhx8qJyfHXN/jdrvVpUsXs09JSYk5a+RyuVRVVaXS0lKvWaKSkhL17dvX7PPVV1/Vev+vv/661uwTLk23qWt0aOa9gS4DAADLLJ0yO3PmjH75y1/q4MGDZltSUpImTpxoKQxJ0oABA7R7924VFhaaj969e+uRRx5RYWGhrrzySrlcLuXl5Zmvqaqq0qZNm8ywk5iYqJCQEK8+xcXF2rNnj9knOTlZHo9HO3bsMPts375dHo/H7AMAAOzN0gxRSEiIVq9erWefffaS3zgiIkLx8fFebW3btlXHjh3N9oyMDGVlZSkuLk5xcXHKyspSmzZtlJaWJklyOp0aNWqUJk2apI4dOyoyMlKTJ09WQkKCuUi7Z8+eGjJkiEaPHq2FCxdKksaMGaOUlBT16NHjko8DAAAEvwatIXrnnXc0ceJEf9TjZcqUKaqoqNC4ceNUWlqqpKQkrV27VhEREWafuXPnqlWrVho+fLgqKio0YMAALV26VC1btjT7rFixQhMmTDCvRktNTVVOTo7f6wcAAMHBciC6+uqr9fzzzys/P1+JiYlq27at1/YJEyY0uJiNGzd6PXc4HMrMzLzgDR9bt26t+fPna/78+eftExkZqeXLlze4LgAA0LxZDkSvvPKK2rdvr4KCAhUUFHhtczgclxSIAACAb3Sb+v29AbnYpX4sB6KioiJ/1AEAABAw/No9AACwPcszRL/61a8uuP3VV19tcDEAAACBYDkQlZaWej0/c+aM9uzZoxMnTujuu+/2WWEAAACNxXIgWr16da22mpoajRs3TldeeaVPigIAAE2DXRZn+2QNUYsWLfT0009r7ty5vtgdAABAo/LZourPP/9cZ8+e9dXuAAAAGo3lU2bn3qHaMAwVFxdrzZo1GjlypM8KAwAAaCyWA9GuXbu8nrdo0UKdO3fW7NmzL3oFGgAAQFNkORBt2LDBH3UAAAAEjOU1REVFRTpw4ECt9gMHDujQoUO+qAkAAKBRWQ5Ejz32mPLz82u1b9++XY899pgvagIAABZ0m7rGvDweDWM5EO3atUu33XZbrfY+ffqosLDQFzUBAAA0KsuByOFwqLy8vFa7x+NRdXW1T4oCAAC+wexR/VgORHfccYeys7O9wk91dbWys7N1++23+7Q4AACAxmD5KrNZs2bpzjvvVI8ePXTHHXdIkj766COVlZXpgw8+8HmBAACgaWjOP+NheYbouuuu06effqrhw4erpKRE5eXlevTRR/XPf/5T8fHx/qgRAADAryzPEElSTEyMsrKyfF0LAABAQFieIXrttdf017/+tVb7X//6Vy1btswnRQEAADQmy4Fo5syZ6tSpU632qKgoZo1syuoVDFzxAABoaiwHosOHD6t79+612rt27aojR474pCgAAIDGZDkQRUVF6dNPP63V/o9//EMdO3b0SVEAAACNyXIgevjhhzVhwgRt2LBB1dXVqq6u1gcffKCnnnpKDz/8sD9qBAAAjcDOyxksX2X2wgsv6PDhwxowYIBatfr+5TU1NXr00UdZQwQAAIKS5UAUGhqqN998U88//7z+8Y9/KDw8XAkJCeratas/6gMAAPC7Bt2HSJKuueYaxcXFSfr+980AAEDT1pzvNH2pLK8hkqTXX39dCQkJCg8PV3h4uG644Qa98cYbvq4NAACgUVieIZozZ46effZZPfnkk7rttttkGIa2bNmisWPH6ptvvtHTTz/tjzoBAAD8xnIgmj9/vhYsWKBHH33UbLv//vt1/fXXKzMzk0AEAACCjuVTZsXFxerbt2+t9r59+6q4uNgnRQEAADQmy4Ho6quv1ltvvVWr/c033zQXWQMAAAQTy6fMfv/73+uhhx7Shx9+qNtuu00Oh0ObN2/W+vXr6wxKAAAATZ3lGaKf/exn2r59uzp16qR33nlHb7/9tjp16qQdO3bowQcf9EeNAAAAftWg+xAlJiZq+fLlvq4FAAAgIBp0HyIAAGAvzf13zghEAADA9ghEAADA9uq1hujTTz9VfHy8WrQgPwEA0JQ191Nb/lKvhHPTTTfpm2++kSRdeeWVOn78uF+LAgAAaEz1miFq3769ioqKFBUVpUOHDqmmpsbfdQEAgIs4dzaI2aGGq1cg+tnPfqZ+/fqpS5cucjgc6t27t1q2bFln34MHD/q0QAAAAH+rVyBatGiRhg0bpn//+9+aMGGCRo8erYiICH/XBgAA0CjqfWPGIUOGSJIKCgr01FNPEYgAAECzYflO1a+99pr5z8eOHZPD4dBll13m06IAAAAak+Xr6GtqavTcc8/J6XSqa9euuuKKK9S+fXs9//zzlhdbL1iwQDfccIPatWundu3aKTk5WX//+9/N7YZhKDMzUzExMQoPD1f//v21d+9er31UVlZq/Pjx6tSpk9q2bavU1FQdO3bMq09paanS09PldDrldDqVnp6uEydOWD10AADQTFkORNOnT1dOTo5mzpypXbt26ZNPPlFWVpbmz5+vZ5991tK+Lr/8cs2cOVMff/yxPv74Y9199926//77zdAza9YszZkzRzk5Odq5c6dcLpcGDRqk8vJycx8ZGRlavXq1Vq1apc2bN+vkyZNKSUlRdXW12SctLU2FhYXKzc1Vbm6uCgsLlZ6ebvXQAQBAM2X5lNmyZcv0yiuvKDU11Wzr1auXLrvsMo0bN04vvvhivfd13333eT1/8cUXtWDBAm3btk3XXXed5s2bp+nTp2vYsGHme0dHR2vlypV6/PHH5fF4tGTJEr3xxhsaOHCgJGn58uWKjY3VunXrdM8992jfvn3Kzc3Vtm3blJSUJElavHixkpOTtX//fvXo0aPO2iorK1VZWWk+Lysrq/dxAQCA4GJ5hujbb7/VtddeW6v92muv1bffftvgQqqrq7Vq1Sp99913Sk5OVlFRkdxutwYPHmz2CQsLU79+/ZSfny/p+wXeZ86c8eoTExOj+Ph4s8/WrVvldDrNMCRJffr0kdPpNPvUJTs72zzF5nQ6FRsb2+BjAwAATZvlQNSrVy/l5OTUas/JyVGvXr0sF7B792795Cc/UVhYmMaOHavVq1fruuuuk9vtliRFR0d79Y+Ojja3ud1uhYaGqkOHDhfsExUVVet9o6KizD51mTZtmjwej/k4evSo5WMDAADBwfIps1mzZunee+/VunXrlJycLIfDofz8fB09elTvvfee5QJ69OihwsJCnThxQv/zP/+jkSNHatOmTeZ2h8Ph1d8wjFpt5zq3T139L7afsLAwhYWF1fcwAACwjR/uiH1o5r0BrsR3LM8Q9evXT//617/04IMP6sSJE/r22281bNgw7d+/X3fccYflAkJDQ3X11Verd+/eys7OVq9evfTHP/5RLpdLkmrN4pSUlJizRi6XS1VVVSotLb1gn6+++qrW+3799de1Zp+asm5T13BLdgAA/MTyDJH0/TodK4unrTAMQ5WVlerevbtcLpfy8vJ00003SZKqqqq0adMmvfTSS5KkxMREhYSEKC8vT8OHD5ckFRcXa8+ePZo1a5YkKTk5WR6PRzt27NCtt94qSdq+fbs8Ho/69u3rl2MAAADBpUGByFd+85vfaOjQoYqNjVV5eblWrVqljRs3Kjc3Vw6HQxkZGcrKylJcXJzi4uKUlZWlNm3aKC0tTZLkdDo1atQoTZo0SR07dlRkZKQmT56shIQE86qznj17asiQIRo9erQWLlwoSRozZoxSUlLOe4UZAAB20BxPfTVUQAPRV199pfT0dBUXF8vpdOqGG25Qbm6uBg0aJEmaMmWKKioqNG7cOJWWliopKUlr1671+tmQuXPnqlWrVho+fLgqKio0YMAALV261OvHZ1esWKEJEyaYV6OlpqbWuTAcAADYU0AD0ZIlSy643eFwKDMzU5mZmeft07p1a82fP1/z588/b5/IyEgtX768oWUCAIBmztKiasMwdPjwYVVUVPirHgAAgEZnORDFxcXV+q0wAACAYGbplFmLFi0UFxen48ePKy4uzl81IUhwGwAACE58f9dm+T5Es2bN0n/9139pz549/qgHAAAEieZ0jzzLi6p/8Ytf6NSpU+rVq5dCQ0MVHh7utf1Sfs8MAAAgECwHonnz5vmhDAAAgMCxHIhGjhzpjzoAADbXbeoabhCIgLG8hkiSPv/8c/32t7/ViBEjVFJSIknKzc3V3r17fVocAKD5aU7rTtB8WA5EmzZtUkJCgrZv3663335bJ0+elCR9+umnmjFjhs8LBAAA8DfLgWjq1Kl64YUXlJeXp9DQULP9rrvu0tatW31aHAAAQGOwvIZo9+7dWrlyZa32zp076/jx4z4pCv+HaWUAzQnfaWiqLM8QtW/fXsXFxbXad+3apcsuu8wnRQEAmr+61hKxvgiBYjkQpaWl6ZlnnpHb7ZbD4VBNTY22bNmiyZMn69FHH/VHjQCAIEfQad6aw79by6fMXnzxRT322GO67LLLZBiGrrvuOlVXVystLU2//e1v/VEjACBINYc/lLAHy4EoJCREK1as0HPPPaddu3appqZGN910E79tBst++KLkviMAgECzHIh+cNVVV+nKK6+UJDkcDp8VBAAA0NgadGPGJUuWKD4+Xq1bt1br1q0VHx+vV155xde1AQAANArLM0TPPvus5s6dq/Hjxys5OVmStHXrVj399NM6dOiQXnjhBZ8XCQAILpe6dohT6mhslgPRggULtHjxYo0YMcJsS01N1Q033KDx48cTiAAAPkMwQmOxfMqsurpavXv3rtWemJios2fP+qQoAACAxmQ5EP3iF7/QggULarUvWrRIjzzyiE+KAgAAaEz1OmU2ceJE858dDodeeeUVrV27Vn369JEkbdu2TUePHuXGjAAABCHuF1XPQLRr1y6v54mJiZKkzz//XNL3v2PWuXNn7d2718flAQDw/R9s1hHBn+oViDZs2ODvOgAAAAKmQfchAgAAaE4sX3Z/+vRpzZ8/Xxs2bFBJSYlqamq8tn/yySc+Kw4AAKAxWA5Ev/rVr5SXl6ef//znuvXWW/nZDgCAFxboIhhZDkRr1qzRe++9p9tuu80f9QAAADQ6y2uILrvsMkVERPijFgBAEOo2dQ2zQgh6lgPR7Nmz9cwzz+jw4cP+qAcAgDoRvOBPlk+Z9e7dW6dPn9aVV16pNm3aKCQkxGv7t99+67PiAABAbQRD37MciEaMGKEvvvhCWVlZio6OZlE1AAAIepYDUX5+vrZu3apevXr5ox4AABDEfpi9CrY7i1teQ3TttdeqoqLCH7UAAAAEhOVANHPmTE2aNEkbN27U8ePHVVZW5vUAAAAINpZPmQ0ZMkSSNGDAAK92wzDkcDhUXV3tm8oAAAAaieVAxA+9BlawnpsFAKApsxyI+vXr5486AABBhku/0ZxYDkQffvjhBbffeeedDS4GAAAgECwHov79+9dq+/G9iFhDBAAAgo3lQFRaWur1/MyZM9q1a5eeffZZvfjiiz4rDADQ9HCaDM2V5UDkdDprtQ0aNEhhYWF6+umnVVBQ4JPC0HTxhQgAaG4s34fofDp37qz9+/f7ancAAACNxvIM0aeffur13DAMFRcXa+bMmfycBwCg0XAbEviS5UB04403yuFwyDAMr/Y+ffro1Vdf9VlhsBe+2ICmjVPlaO4snzIrKirSwYMHVVRUpKKiIh0+fFinTp1Sfn6+rr32Wkv7ys7O1i233KKIiAhFRUXpgQceqHXazTAMZWZmKiYmRuHh4erfv7/27t3r1aeyslLjx49Xp06d1LZtW6WmpurYsWNefUpLS5Weni6n0ymn06n09HSdOHHC6uEDgK10m7qGMARbsByIunbt6vWIjY1V69atG/TmmzZt0hNPPKFt27YpLy9PZ8+e1eDBg/Xdd9+ZfWbNmqU5c+YoJydHO3fulMvl0qBBg1ReXm72ycjI0OrVq7Vq1Spt3rxZJ0+eVEpKitctANLS0lRYWKjc3Fzl5uaqsLBQ6enpDaobAAA0L5ZPmUnS+vXrtX79epWUlKimpsZrm5XTZrm5uV7PX3vtNUVFRamgoEB33nmnDMPQvHnzNH36dA0bNkyStGzZMkVHR2vlypV6/PHH5fF4tGTJEr3xxhsaOHCgJGn58uWKjY3VunXrdM8992jfvn3Kzc3Vtm3blJSUJElavHixkpOTtX//fvXo0aNWbZWVlaqsrDSf88O1AAA0X5ZniH7/+99r8ODBWr9+vb755huVlpZ6PS6Fx+ORJEVGRkr6/vSc2+3W4MGDzT5hYWHq16+f8vPzJUkFBQU6c+aMV5+YmBjFx8ebfbZu3Sqn02mGIen7NU9Op9Psc67s7Gzz9JrT6VRsbOwlHRsAAGi6LM8Qvfzyy1q6dKnPTzcZhqGJEyfq9ttvV3x8vCTJ7XZLkqKjo736RkdH6/Dhw2af0NBQdejQoVafH17vdrsVFRVV6z2joqLMPueaNm2aJk6caD4vKysjFAEA0ExZDkRVVVXq27evzwt58skn9emnn2rz5s21tv34p0Gk78PTuW3nOrdPXf0vtJ+wsDCFhYXVp3QAABDkLJ8y+/Wvf62VK1f6tIjx48fr3Xff1YYNG3T55Zeb7S6XS5JqzeKUlJSYs0Yul0tVVVW1Tted2+err76q9b5ff/11rdknAEBw4Uo4+ILlGaLTp09r0aJFWrdunW644QaFhIR4bZ8zZ06992UYhsaPH6/Vq1dr48aN6t69u9f27t27y+VyKS8vTzfddJOk72eoNm3apJdeekmSlJiYqJCQEOXl5Wn48OGSpOLiYu3Zs0ezZs2SJCUnJ8vj8WjHjh269dZbJUnbt2+Xx+Pxy2wXAAAILg26U/WNN94oSdqzZ4/XtoudxjrXE088oZUrV+p///d/FRERYc4EOZ1OhYeHy+FwKCMjQ1lZWYqLi1NcXJyysrLUpk0bpaWlmX1HjRqlSZMmqWPHjoqMjNTkyZOVkJBgXnXWs2dPDRkyRKNHj9bChQslSWPGjFFKSkqdV5gBAAB7sRyINmzY4LM3X7BggSSpf//+Xu2vvfaaHnvsMUnSlClTVFFRoXHjxqm0tFRJSUlau3atIiIizP5z585Vq1atNHz4cFVUVGjAgAFaunSpWrZsafZZsWKFJkyYYF6NlpqaqpycHJ8dCwAACF4Nug+Rr5z78x91cTgcyszMVGZm5nn7tG7dWvPnz9f8+fPP2ycyMlLLly9vSJkAAKCZ89mv3QMAAAQrAhEAwAtXbMGOCEQAAMD2CEQAAMD2CEQAgGaBU324FAQiAABgewQiAABgewQiAABgewG9MSOCD+fogeaL/75hZ8wQAQAA2yMQAQAA2yMQoUnpNnUN0/YAgEZHIAIAIAjwP4z+RSACAAC2x1VmAGBzzDoAzBABAAAwQwQAdsXMEPB/mCECADQbLDxGQxGIAACA7RGIAACA7RGIAACA7RGIAACA7RGIAACA7RGIAACA7RGIAACA7RGIAMCGuFcP4I1ABAAAbI+f7kC9NPb/Tf7wfodm3tuo7wugeeA7BFYxQwQAQBPEz5A0LmaIAMBG+AMbfPh31jiYIQIAALZHIAIAALZHIApinF8GgOaJ7/bGRyACAAC2RyACgGaMmWSgfghEAADA9ghEANBMMTOEQAq22UnuQ4QLCqYPMwCciztWo76YIQIAALbHDBEANDPM7ALWMUMEAABsj0AEAABsj1NmANBMcKoMaDhmiAAAthBsl4E3F8Ey5gQiNGl8gQEAGkNAA9GHH36o++67TzExMXI4HHrnnXe8thuGoczMTMXExCg8PFz9+/fX3r17vfpUVlZq/Pjx6tSpk9q2bavU1FQdO3bMq09paanS09PldDrldDqVnp6uEydO+PnoghcBBABgNwENRN9995169eqlnJycOrfPmjVLc+bMUU5Ojnbu3CmXy6VBgwapvLzc7JORkaHVq1dr1apV2rx5s06ePKmUlBRVV1ebfdLS0lRYWKjc3Fzl5uaqsLBQ6enpfj8+AGgMzKQCly6gi6qHDh2qoUOH1rnNMAzNmzdP06dP17BhwyRJy5YtU3R0tFauXKnHH39cHo9HS5Ys0RtvvKGBAwdKkpYvX67Y2FitW7dO99xzj/bt26fc3Fxt27ZNSUlJkqTFixcrOTlZ+/fvV48ePRrnYAEAQJPVZNcQFRUVye12a/DgwWZbWFiY+vXrp/z8fElSQUGBzpw549UnJiZG8fHxZp+tW7fK6XSaYUiS+vTpI6fTafapS2VlpcrKyrweAACgeWqygcjtdkuSoqOjvdqjo6PNbW63W6GhoerQocMF+0RFRdXaf1RUlNmnLtnZ2eaaI6fTqdjY2Es6HgAA0HQ1+fsQORwOr+eGYdRqO9e5ferqf7H9TJs2TRMnTjSfl5WVNdlQxI8XAvbDmqGG4zsTdWmyM0Qul0uSas3ilJSUmLNGLpdLVVVVKi0tvWCfr776qtb+v/7661qzTz8WFhamdu3aeT0QOHz5AwD8qckGou7du8vlcikvL89sq6qq0qZNm9S3b19JUmJiokJCQrz6FBcXa8+ePWaf5ORkeTwe7dixw+yzfft2eTwesw8AALC3gJ4yO3nypP7973+bz4uKilRYWKjIyEhdccUVysjIUFZWluLi4hQXF6esrCy1adNGaWlpkiSn06lRo0Zp0qRJ6tixoyIjIzV58mQlJCSYV5317NlTQ4YM0ejRo7Vw4UJJ0pgxY5SSksIVZgAAQFKAA9HHH3+su+66y3z+w5qdkSNHaunSpZoyZYoqKio0btw4lZaWKikpSWvXrlVERIT5mrlz56pVq1YaPny4KioqNGDAAC1dulQtW7Y0+6xYsUITJkwwr0ZLTU09772PAKCp6TZ1DetdAD8LaCDq37+/DMM473aHw6HMzExlZmaet0/r1q01f/58zZ8//7x9IiMjtXz58kspNSiwUBBovvjvG/CvJn+VGRoPC5cBAHbVZBdVAwAANBYCEQAAsD0CEQDAlvhRXPwYa4gAoInijzXQeJghaob4EgUAwBoCEQDA1vifSEicMrM1vgQAAPgeM0TN3PkWDQZjGGIBJAAEp2D4/maGCACaiKb+B6M5407gIBA1U+f7Ym1OX7h8gQEAfIVTZgAAwPaYIQKAAGtOM7dAsGKGCACA/y8YFv/CPwhEABAA/OEFmhYCURPGl2X9ME4IJgSh4MK/K/tgDREAABfQmFe0EsAChxkiAADQKJryDCmBCAD8rKn+AQDwfwhEAADA9ghEAACgUTXFU2csqkazcO5/WPycB5qapvblD+v4nmneCEQA4GOEHyD4cMoMzdqP/zA1xSlaNB98tuyHf+fNC4EItkMwAgCci1NmaJbqE3jq6sOaAACwJwIRAFhw7l2LmW20NxZaNx+cMgN+hNNpAGBPzBABQAMQnHEhP/58MGsUHJghAgAAtkcgAi6C02j4AZ8DNATfIcGBQATUoa4vL77UAKD5Yg0R0EDdpq6pdaURawWaJ4Iw/I3PWOARiACL6nuPI8JRcGIxLPyFe581bQQi4BLwf3XNB/8uAXsjEAF+cr4b+PF/hIHFjfQA1IVABPhZQ2ceCFDW/Hi8rIwdM0MAJAIR0OjqWqPCupULqyvgWPm9On5mA8DFcNk9ECQa+oO1wezcWx3U59YHzW0MADQOZoiAJubcP+jnBgKpfuuSfLlW5lJP353v9XVdjUegARAIBCKgGagrNF2s3/lcKKBc6PX1CTaEHQBNFYEIgBdfzQY11usAwBdYQwQAAGyPQAQAAGyPQAQAAGzPVoHoz3/+s7p3767WrVsrMTFRH330UaBLAgAATYBtAtGbb76pjIwMTZ8+Xbt27dIdd9yhoUOH6siRI4EuDQAABJhtAtGcOXM0atQo/frXv1bPnj01b948xcbGasGCBYEuDQAABJgtLruvqqpSQUGBpk6d6tU+ePBg5efn1/mayspKVVZWms89Ho8kqayszH+F/n/xM96/aJ+ysjLVVJ6q9z5/qLu+r7Ha/1Je19yOpSnXxrH4tzaOpWnXZtdjaejrGvtY/PX39Yf9GoZx4Y6GDXzxxReGJGPLli1e7S+++KJxzTXX1PmaGTNmGJJ48ODBgwcPHs3gcfTo0QtmBVvMEP3A4XB4PTcMo1bbD6ZNm6aJEyeaz2tqavTtt9+qY8eO531NQ5SVlSk2NlZHjx5Vu3btfLZf/B/G2L8YX/9jjP2L8fWvQI+vYRgqLy9XTEzMBfvZIhB16tRJLVu2lNvt9movKSlRdHR0na8JCwtTWFiYV1v79u39VaLatWvHf4h+xhj7F+Prf4yxfzG+/hXI8XU6nRftY4tF1aGhoUpMTFReXp5Xe15envr27RugqgAAQFNhixkiSZo4caLS09PVu3dvJScna9GiRTpy5IjGjh0b6NIAAECA2SYQPfTQQzp+/Liee+45FRcXKz4+Xu+99566du0a0LrCwsI0Y8aMWqfn4DuMsX8xvv7HGPsX4+tfwTK+DsO42HVoAAAAzZst1hABAABcCIEIAADYHoEIAADYHoEIAADYHoEowP785z+re/fuat26tRITE/XRRx8FuqSglJmZKYfD4fVwuVzmdsMwlJmZqZiYGIWHh6t///7au3dvACtu2j788EPdd999iomJkcPh0DvvvOO1vT7jWVlZqfHjx6tTp05q27atUlNTdezYsUY8iqbtYmP82GOP1fpM9+nTx6sPY3x+2dnZuuWWWxQREaGoqCg98MAD2r9/v1cfPscNV5/xDbbPMIEogN58801lZGRo+vTp2rVrl+644w4NHTpUR44cCXRpQen6669XcXGx+di9e7e5bdasWZozZ45ycnK0c+dOuVwuDRo0SOXl5QGsuOn67rvv1KtXL+Xk5NS5vT7jmZGRodWrV2vVqlXavHmzTp48qZSUFFVXVzfWYTRpFxtjSRoyZIjXZ/q9997z2s4Yn9+mTZv0xBNPaNu2bcrLy9PZs2c1ePBgfffdd2YfPscNV5/xlYLsM3zpP52Khrr11luNsWPHerVde+21xtSpUwNUUfCaMWOG0atXrzq31dTUGC6Xy5g5c6bZdvr0acPpdBovv/xyI1UYvCQZq1evNp/XZzxPnDhhhISEGKtWrTL7fPHFF0aLFi2M3NzcRqs9WJw7xoZhGCNHjjTuv//+876GMbampKTEkGRs2rTJMAw+x7527vgaRvB9hpkhCpCqqioVFBRo8ODBXu2DBw9Wfn5+gKoKbgcOHFBMTIy6d++uhx9+WAcPHpQkFRUVye12e411WFiY+vXrx1g3QH3Gs6CgQGfOnPHqExMTo/j4eMbcgo0bNyoqKkrXXHONRo8erZKSEnMbY2yNx+ORJEVGRkric+xr547vD4LpM0wgCpBvvvlG1dXVtX5cNjo6utaP0OLikpKS9Prrr+v999/X4sWL5Xa71bdvXx0/ftwcT8baN+oznm63W6GhoerQocN5++DChg4dqhUrVuiDDz7Q7NmztXPnTt19992qrKyUxBhbYRiGJk6cqNtvv13x8fGS+Bz7Ul3jKwXfZ9g2P93RVDkcDq/nhmHUasPFDR061PznhIQEJScn66qrrtKyZcvMRXyMtW81ZDwZ8/p76KGHzH+Oj49X79691bVrV61Zs0bDhg077+sY49qefPJJffrpp9q8eXOtbXyOL935xjfYPsPMEAVIp06d1LJly1opuKSkpNb/scC6tm3bKiEhQQcOHDCvNmOsfaM+4+lyuVRVVaXS0tLz9oE1Xbp0UdeuXXXgwAFJjHF9jR8/Xu+++642bNigyy+/3Gznc+wb5xvfujT1zzCBKEBCQ0OVmJiovLw8r/a8vDz17ds3QFU1H5WVldq3b5+6dOmi7t27y+VyeY11VVWVNm3axFg3QH3GMzExUSEhIV59iouLtWfPHsa8gY4fP66jR4+qS5cukhjjizEMQ08++aTefvttffDBB+revbvXdj7Hl+Zi41uXJv8ZbvRl3DCtWrXKCAkJMZYsWWJ89tlnRkZGhtG2bVvj0KFDgS4t6EyaNMnYuHGjcfDgQWPbtm1GSkqKERERYY7lzJkzDafTabz99tvG7t27jREjRhhdunQxysrKAlx501ReXm7s2rXL2LVrlyHJmDNnjrFr1y7j8OHDhmHUbzzHjh1rXH755ca6deuMTz75xLj77ruNXr16GWfPng3UYTUpFxrj8vJyY9KkSUZ+fr5RVFRkbNiwwUhOTjYuu+wyxrie/vM//9NwOp3Gxo0bjeLiYvNx6tQpsw+f44a72PgG42eYQBRgf/rTn4yuXbsaoaGhxs033+x1ySLq76GHHjK6dOlihISEGDExMcawYcOMvXv3mttramqMGTNmGC6XywgLCzPuvPNOY/fu3QGsuGnbsGGDIanWY+TIkYZh1G88KyoqjCeffNKIjIw0wsPDjZSUFOPIkSMBOJqm6UJjfOrUKWPw4MFG586djZCQEOOKK64wRo4cWWv8GOPzq2tsJRmvvfaa2YfPccNdbHyD8TPsMAzDaLz5KAAAgKaHNUQAAMD2CEQAAMD2CEQAAMD2CEQAAMD2CEQAAMD2CEQAAMD2CEQAAMD2CEQAAMD2CEQAAqZ///7KyMjw63s89thjeuCBB/z6HgCCX6tAFwAA/vTHP/5R3JAfwMUQiAA0a06nM9AlAAgCnDID0CQ4HA698847Xm3t27fX0qVLJUmHDh2Sw+HQW2+9pTvuuEPh4eG65ZZb9K9//Us7d+5U79699ZOf/ERDhgzR119/be7j3FNm/fv314QJEzRlyhRFRkbK5XIpMzPT633nzJmjhIQEtW3bVrGxsRo3bpxOnjxpbl+6dKnat2+v999/Xz179jTft7i42Gs/r776qq6//nqFhYWpS5cuevLJJ81tHo9HY8aMUVRUlNq1a6e7775b//jHPy5tEAE0GIEIQFCZMWOGfvvb3+qTTz5Rq1atNGLECE2ZMkV//OMf9dFHH+nzzz/X7373uwvuY9myZWrbtq22b9+uWbNm6bnnnlNeXp65vUWLFvrv//5v7dmzR8uWLdMHH3ygKVOmeO3j1KlT+sMf/qA33nhDH374oY4cOaLJkyeb2xcsWKAnnnhCY8aM0e7du/Xuu+/q6quvliQZhqF7771Xbrdb7733ngoKCnTzzTdrwIAB+vbbb304WgDqzQCAAOnXr5/x1FNPGYZhGJKM1atXe213Op3Ga6+9ZhiGYRQVFRmSjFdeecXc/pe//MWQZKxfv95sy87ONnr06GE+HzlypHH//fd7veftt9/u9T633HKL8cwzz5y3zrfeesvo2LGj+fy1114zJBn//ve/zbY//elPRnR0tPk8JibGmD59ep37W79+vdGuXTvj9OnTXu1XXXWVsXDhwvPWAcB/WEMEIKjccMMN5j9HR0dLkhISErzaSkpK6r0PSerSpYvXazZs2KCsrCx99tlnKisr09mzZ3X69Gl99913atu2rSSpTZs2uuqqq+rcR0lJib788ksNGDCgzvcvKCjQyZMn1bFjR6/2iooKff755xesHYB/EIgANAkOh6PW1WBnzpyp1S8kJMTrNXW11dTUXPC9ftz/3NccPnxYP/3pTzV27Fg9//zzioyM1ObNmzVq1Civeuraxw/1h4eHX/D9a2pq1KVLF23cuLHWtvbt21/wtQD8g0AEoEno3Lmz16LkAwcO6NSpU41ex8cff6yzZ89q9uzZatHi+2WWb731lqV9REREqFu3blq/fr3uuuuuWttvvvlmud1utWrVSt26dfNF2QAuEYEIQJNw9913KycnR3369FFNTY2eeeaZWrMwjeGqq67S2bNnNX/+fN13333asmWLXn75Zcv7yczM1NixYxUVFaWhQ4eqvLxcW7Zs0fjx4zVw4EAlJyfrgQce0EsvvaQePXroyy+/1HvvvacHHnhAvXv39sORAbgQrjID0CTMnj1bsbGxuvPOO5WWlqbJkyerTZs2jV7HjTfeqDlz5uill15SfHy8VqxYoezsbMv7GTlypObNm6c///nPuv7665WSkqIDBw5I+v702nvvvac777xTv/rVr3TNNdfo4Ycf1qFDh8x1UQAal8M496Q9AACAzTBDBAAAbI9ABAAAbI9ABAAAbI9ABAAAbI9ABAAAbI9ABAAAbI9ABAAAbI9ABAAAbI9ABAAAbI9ABAAAbI9ABAAAbO//AY2Xvd68D4r+AAAAAElFTkSuQmCC",
|
|
"text/plain": [
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|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 400x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"rescaled = np.clip(scale_factor*camera.astype(np.float32),0,255).astype(np.uint8)\n",
|
|
"plt.hist(rescaled.flat,bins=256);\n",
|
|
"plt.xlabel('luminance');\n",
|
|
"plt.ylabel('number of occurances');\n",
|
|
"\n",
|
|
"plt.figure(figsize=(4, 4))\n",
|
|
"plt.imshow(rescaled, cmap='gray', interpolation='nearest', vmin=0, vmax=255)\n",
|
|
"plt.axis('off')\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"celltoolbar": "Create Assignment",
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.11.10"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|