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@tarptaeya
Created January 13, 2019 14:25
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Image Reconstruction"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from PIL import Image\n",
"\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.linear_model import LinearRegression, LogisticRegression\n",
"from sklearn.tree import DecisionTreeRegressor\n",
"from sklearn.neural_network import MLPRegressor"
]
},
{
"cell_type": "code",
"execution_count": 151,
"metadata": {},
"outputs": [],
"source": [
"im = Image.open('../Downloads/profile.jpg').convert('RGB')\n",
"nim = np.array(im) / 255\n",
"im.close()"
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x11691beb8>"
]
},
"execution_count": 152,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(nim)"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [],
"source": [
"x = []\n",
"y = []\n",
"for i in range(nim.shape[0]):\n",
" for j in range(nim.shape[1]):\n",
" for k in range(3):\n",
" x.append([i, j, k])\n",
" y.append(nim[i][j][k])\n",
" \n",
"x = np.array(x)\n",
"y = np.array(y)"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [],
"source": [
"def reconstruct(meth):\n",
" meth.fit(x, y)\n",
" t = meth.predict(x)\n",
" t = t.reshape(*nim.shape)\n",
" plt.imshow(t, cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Linear Regression"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"reconstruct(LinearRegression())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Decision Tree"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"reconstruct(DecisionTreeRegressor(max_depth=5))"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"reconstruct(DecisionTreeRegressor(max_depth=10))"
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"reconstruct(DecisionTreeRegressor(max_depth=15))"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"reconstruct(DecisionTreeRegressor(max_depth=20))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Neural Network"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"reconstruct(MLPRegressor(hidden_layer_sizes=(64, 15), max_iter=1000000, solver='adam', learning_rate_init=0.001))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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