Skip to content

Instantly share code, notes, and snippets.

@uchidama
Created March 5, 2018 08:35
Show Gist options
  • Save uchidama/0d35bd88d7ceb96865864b6d2d6e530c to your computer and use it in GitHub Desktop.
Save uchidama/0d35bd88d7ceb96865864b6d2d6e530c to your computer and use it in GitHub Desktop.
draw contour in opencv-python
Display the source blob
Display the rendered blob
Raw
{
"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",
"(800, 700, 4)\n"
]
}
],
"source": [
"img = cv2.imread('./nuigurumi_bear.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 = (1024 , 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] = (0, 0, 0) # (B, G, R)\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"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": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAARIAAAEACAYAAAB/KfmzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11cfae438>"
]
},
"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",
"(1024, 1024, 3)\n"
]
}
],
"source": [
"size = (width, height)\n",
"center = (width/2,height/2)\n",
"\n",
"# rotate, scale\n",
"angle, scale = 30.0, 0.8 \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": "iVBORw0KGgoAAAANSUhEUgAAARIAAAEACAYAAAB/KfmzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f21c898>"
]
},
"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": "iVBORw0KGgoAAAANSUhEUgAAARIAAAEACAYAAAB/KfmzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8/8DYlYsx0fLa7cAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f2b84a8>"
]
},
"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": "iVBORw0KGgoAAAANSUhEUgAAARIAAAEACAYAAAB/KfmzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f21c908>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"41\n"
]
}
],
"source": [
"# binarize image\n",
"retval, bw = cv2.threshold(gray, 0, 1, cv2.THRESH_BINARY | cv2.THRESH_OTSU)\n",
"\n",
"# find contour\n",
"imgEdge,contours,hierarchy = cv2.findContours(bw, cv2.RETR_LIST, cv2.CHAIN_APPROX_SIMPLE)\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": "iVBORw0KGgoAAAANSUhEUgAAARIAAAEACAYAAAB/KfmzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f2285f8>"
]
},
"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",
" contour = contours[0]\n",
"\n",
" # 輪郭の近似\n",
" epsilon = cv2.arcLength(contour,True)\n",
" approx = cv2.approxPolyDP(contour,\n",
" 0.003*epsilon, # 近似の具合\n",
" True)\n",
" cv2.drawContours(dst, [approx], -1, (255, 0, 255), 10)\n",
"\n",
"plt.imshow(cv2.cvtColor(dst, cv2.COLOR_BGR2RGB))\n",
"plt.show()"
]
}
],
"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
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment