Skip to content

Instantly share code, notes, and snippets.

Embed
What would you like to do?
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Sobel edge detector from scratch"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1440x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import cv2\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"img = cv2.imread('dave.jpg',0)\n",
"kernel = np.array([[-1,0,1],[-2,0,2],[-1,0,1]],np.float32) # create a Sobel kernel\n",
"#Ix = cv2.Sobel(img,cv2.CV_64F,1,0,ksize=3) # if using OpenCV function\n",
"Ix = cv2.filter2D(img,3,kernel) # ddepth can set to -1, then automatically match with source\n",
"#Iy = cv2.Sobel(img,cv2.CV_64F,0,1,ksize=3) # if using OpenCV function\n",
"Iy = cv2.filter2D(img,3,kernel.transpose())\n",
"\n",
"plt.figure(figsize=(20,10))\n",
"plt.subplot(2,2,1),plt.imshow(img,cmap = 'gray')\n",
"plt.title('Original'), plt.xticks([]), plt.yticks([])\n",
"plt.subplot(2,2,2),plt.imshow(np.sqrt(np.float32(Ix)**2+np.float32(Iy)**2),cmap = 'gray')\n",
"plt.title('Sobel Magnitude'), plt.xticks([]), plt.yticks([])\n",
"plt.subplot(2,2,3),plt.imshow(Ix,cmap = 'gray')\n",
"plt.title('Sobel X'), plt.xticks([]), plt.yticks([])\n",
"plt.subplot(2,2,4),plt.imshow(Iy,cmap = 'gray')\n",
"plt.title('Sobel Y'), plt.xticks([]), plt.yticks([])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Show gradient of Sobel components with quiver plot"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.quiver.Quiver at 0x7f5ee75ed940>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x1080 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"w=60 # number of pixels included\n",
"X, Y= np.meshgrid(np.arange(Ix.shape[1]),np.arange(Ix.shape[0]))\n",
"\n",
"plt.figure(figsize=(15,15))\n",
"plt.quiver(X[0:w,0:w],Y[0:w,0:w],Ix[0:w,0:w]/abs(Ix).max(),Iy[0:w,0:w]/abs(Iy).max(),units='width',scale=30)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# DoG from scratch"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f5ed81f9160>"
]
},
"execution_count": 24,
"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": [
"from scipy.stats import norm\n",
"\n",
"gkern1d=norm.pdf(np.linspace(norm.ppf(0.01),norm.ppf(0.99),9))\n",
"gkern2d=np.outer(gkern1d,gkern1d)\n",
"\n",
"plt.imshow(gkern2d) # show gaussian filter (kernel)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f5ed8156a20>"
]
},
"execution_count": 25,
"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": [
"# low pass with Gaussian filter and then filter with horizontal derivative\n",
"plt.imshow(cv2.filter2D(cv2.filter2D(np.float32(img),-1,gkern2d),-1,np.array([[-1,0,1]])),cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f5ed6d55898>"
]
},
"execution_count": 26,
"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": [
"# filter with DoG directly\n",
"from scipy.signal import convolve2d\n",
"DoG=convolve2d([[-1,0,1]],gkern2d) # create DoG filter\n",
"plt.imshow(cv2.filter2D(np.float32(img),-1,DoG),cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {
"scrolled": true
},
"source": [
"# Canny edge detector"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1440x720 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import cv2\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"\n",
"edges = cv2.Canny(img,100,200)\n",
"\n",
"plt.figure(figsize=(20,10))\n",
"plt.subplot(121),plt.imshow(img,cmap = 'gray')\n",
"plt.title('Original Image'), plt.xticks([]), plt.yticks([])\n",
"plt.subplot(122),plt.imshow(edges,cmap = 'gray')\n",
"plt.title('Edge Image'), plt.xticks([]), plt.yticks([])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"# Canny demo from webcam\n",
"\n",
"import cv2\n",
"\n",
"cap = cv2.VideoCapture(0)\n",
"window_name='camera'\n",
"\n",
"cv2.namedWindow(window_name,cv2.WND_PROP_FULLSCREEN)\n",
"cv2.setWindowProperty(window_name,cv2.WND_PROP_FULLSCREEN,cv2.WINDOW_FULLSCREEN)\n",
"\n",
"while (True):\n",
" ret, frame = cap.read()\n",
" \n",
" frame=cv2.cvtColor(frame,cv2.COLOR_BGR2GRAY)\n",
" frame = cv2.Canny(frame,30,70)\n",
"\n",
" cv2.imshow(window_name,frame)\n",
" \n",
" if cv2.waitKey(1) & 0xFF == ord('q'): # btw, you need to click the screen first. And then \n",
" # press q to quit\n",
" break\n",
" \n",
"cap.release()\n",
"cv2.destroyAllWindows()"
]
},
{
"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": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
You can’t perform that action at this time.