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Draw png, rotation and find contours in opencv-python
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import cv2\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import sys\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'numpy.ndarray'>\n",
"(635, 800, 4)\n"
]
}
],
"source": [
"img = cv2.imread('./ai_shigoto_makaseru.png', -1)\n",
"\n",
"if img is None:\n",
" sys.exit()\n",
"\n",
"print(type(img))\n",
"print(img.shape)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"height, width = (768 , 1024)\n",
"\n",
"x_offset = int((width - img.shape[1])/2)\n",
"y_offset = int((height - img.shape[0])/2)\n",
"\n",
"y1, y2 = y_offset, y_offset + img.shape[0]\n",
"x1, x2 = x_offset, x_offset + img.shape[1]\n",
"\n",
"blank_image = np.zeros((height, width, 3), np.uint8)\n",
"blank_image[:, 0:width] = (255, 255, 0) # (B, G, R)\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"alpha_s = img[:, :, 3] / 255.0\n",
"alpha_l = 1.0 - alpha_s\n",
"\n",
"for c in range(0, 3):\n",
" blank_image[y1:y2, x1:x2, c] = (alpha_s * img[:, :, c] + alpha_l * blank_image[y1:y2, x1:x2, c])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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SKKtBKmuhWWsL5CUIcEHIGz/4duaeeTpRACWBk6paEKrU1089h3q5i0fH4WBDR/HjmWGi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\n5gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11d118470>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(cv2.cvtColor(blank_image, cv2.COLOR_BGR2RGB))\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'numpy.ndarray'>\n",
"(768, 1024, 3)\n"
]
}
],
"source": [
"size = (width, height)\n",
"center = (width/2,height/2)\n",
"\n",
"# rotate, scale\n",
"angle, scale = 30.0, 0.5 \n",
"\n",
"# matrix\n",
"R = cv2.getRotationMatrix2D(center, angle, scale) \n",
"\n",
"# afin transform\n",
"dst = cv2.warpAffine(blank_image, R, size, flags=cv2.INTER_CUBIC) \n",
"\n",
"print(type(dst))\n",
"print(dst.shape)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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z/MjBbNm5N/nvVxcu5V/LH0P2GseTCx+mprGSOy769kmdKzsrk2AwQDAYRGuN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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f252358>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(cv2.cvtColor(dst, cv2.COLOR_BGR2RGB))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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80H379uli/srKSiwWC5GRkcyYMUMPF/H5fKSkpJCXl4fP5yMmJobm5mYsFguz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f6c3550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gray = cv2.cvtColor(dst, cv2.COLOR_BGR2GRAY)\n",
"\n",
"plt.imshow(gray)\n",
"plt.gray()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x11f7da940>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"405\n"
]
}
],
"source": [
"# binarize image\n",
"retval, bw = cv2.threshold(gray, 200, 255, cv2.THRESH_BINARY | cv2.THRESH_OTSU)\n",
"\n",
"# Find Contours\n",
"imgEdge,contours,hierarchy = cv2.findContours(bw, cv2.RETR_LIST, cv2.CHAIN_APPROX_NONE)\n",
"\n",
"plt.imshow(bw)\n",
"plt.show()\n",
"\n",
"print(len(contours))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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E/rELuXoWomoPKI3csQI96DxkyRZUr5HILUvRw6dBtGRUlBXDrgao/WhiVPHX59BKobXm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\nQVUppXJIg6pSSuWQBlWllMqh/wdfUYB99AE9CgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f6ce2e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# sort by area\n",
"contours.sort(key=cv2.contourArea, reverse=True)\n",
" \n",
"if len(contours[0]) > 0:\n",
" rect = contours[0]\n",
" #print(rect)\n",
" x, y, w, h = cv2.boundingRect(rect)\n",
" cv2.rectangle(dst, (x, y), (x + w, y + h), (0, 255, 0), 5)\n",
"\n",
"plt.imshow(cv2.cvtColor(dst, cv2.COLOR_BGR2RGB))\n",
"plt.show()\n"
]
}
],
"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": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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