File size: 48,940 Bytes
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{
"cells": [
{
"cell_type": "code",
"execution_count": 10,
"id": "b9318bf6-d900-407e-926f-490041e4a34b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 1000x1000 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import cv2\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"img = cv2.imread('928\\\\linetest\\\\4.jpg')\n",
"gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
"edges = cv2.Canny(gray,150,255,apertureSize = 3)\n",
"lines = cv2.HoughLinesP(edges, rho=1, theta=np.pi/180, threshold=20, minLineLength=10, maxLineGap=10)\n",
"blank_image=np.zeros_like(img)\n",
"for line in lines.reshape(-1,4):\n",
" x1, y1, x2, y2 = line\n",
" cv2.line(blank_image, (x1, y1), (x2, y2), (0, 255, 0), 1)\n",
"plt.subplot(131),plt.imshow(blank_image),plt.title('Hough')\n",
"cv2.imwrite('928\\\\linetest\\\\hough4.png',blank_image,[cv2.IMWRITE_PNG_COMPRESSION, 0])\n",
"lsd = cv2.createLineSegmentDetector(0)\n",
"lines = lsd.detect(edges)[0]\n",
"blank_image=np.zeros_like(img)\n",
"for dline in lines:\n",
" x0 = int(round(dline[0][0]))\n",
" y0 = int(round(dline[0][1]))\n",
" x1 = int(round(dline[0][2]))\n",
" y1 = int(round(dline[0][3]))\n",
" cv2.line(blank_image, (x0, y0), (x1,y1), (0, 255, 0), 1)\n",
"plt.subplot(132),plt.imshow(blank_image),plt.title('LSD')\n",
"cv2.imwrite('928\\\\linetest\\\\lsd4.png',blank_image,[cv2.IMWRITE_PNG_COMPRESSION, 0])\n",
"fld = cv2.ximgproc.createFastLineDetector()\n",
"lines = fld.detect(edges)\n",
"blank_image=np.zeros_like(img)\n",
"for dline in lines:\n",
" x0 = int(round(dline[0][0]))\n",
" y0 = int(round(dline[0][1]))\n",
" x1 = int(round(dline[0][2]))\n",
" y1 = int(round(dline[0][3]))\n",
" cv2.line(blank_image, (x0, y0), (x1,y1), (0,255,0), 1)\n",
"plt.subplot(133),plt.imshow(blank_image),plt.title('FLD')\n",
"cv2.imwrite('928\\\\linetest\\\\fld4.png',blank_image,[cv2.IMWRITE_PNG_COMPRESSION, 0])\n",
"plt.figure(figsize=(10,10))\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cb582625-b80e-4205-9fc3-a846ea1d8000",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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|