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@pyetras
Last active April 21, 2019 00:23
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from ipywidgets import interact\n",
"import cv2\n",
"import matplotlib.image as mpimg\n",
"from PIL import Image"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To capture coordinates of the square on the image: \n",
"```\n",
"%matplotlib notebook\n",
"plt.figure(figsize=(10, 10))\n",
"plt.imshow(img)\n",
"\n",
"plt.show()\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x7faaf81853c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img = mpimg.imread('data/10x10.jpg')\n",
"K = np.fromstring('''551.968538 0.000000 244.245260\n",
"0.000000 552.787402 316.572863\n",
"0.000000 0.000000 1.000000''', sep=' ').reshape((3, 3))\n",
"distortion = np.fromstring('0.115760 -0.186827 -0.003910 0.001329 0.000000', sep=' ')\n",
"plt.figure(figsize=(10, 10))\n",
"img = cv2.undistort(img, K, distortion)"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7faa50449ac8>"
]
},
"execution_count": 161,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7faa50562940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"h, w, _ = img.shape\n",
"edges = np.float32([[70, 561], [458, 571], [117, 540], [356, 542]])\n",
"# 1cm is 10 pixels\n",
"box = np.float32([[0,0], [100, 0], [0, 100], [100, 100]])\n",
"box += [w/2 - 50, 0]\n",
"box[:, 1] = h - 100 - box[:, 1]\n",
"H = cv2.getPerspectiveTransform(edges, box)\n",
"plt.figure(figsize=(10, 10))\n",
"plt.imshow(cv2.warpPerspective(img, H, (img.shape[1], img.shape[0])))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f11b0789278>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f11b07cb080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img_orig = mpimg.imread('data/10x10.jpg')\n",
"plt.imshow(img)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f11b06e04e0>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f11b073f5c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"h, w, _ = img.shape\n",
"edges = np.float32([[70, 561], [458, 571], [117, 540], [356, 542]])\n",
"# 1cm is 10 pixels\n",
"box = np.float32([[0,0], [100, 0], [0, 100], [100, 100]])\n",
"box += [w/2 - 50, 0]\n",
"box[:, 1] = h - 100 - box[:, 1]\n",
"H = cv2.getPerspectiveTransform(edges, box)\n",
"plt.figure(figsize=(10, 10))\n",
"plt.subplot(121)\n",
"plt.imshow(cv2.warpPerspective(img, H, (img.shape[1], img.shape[0])))\n",
"plt.subplot(122)\n",
"plt.imshow(img)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:RoboND]",
"language": "python",
"name": "conda-env-RoboND-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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