receipe-django-react/testings/linedetection_algo_v2.ipynb
2023-11-09 18:47:11 +01:00

438 lines
227 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import argparse\n",
"import imutils\n",
"import cv2\n",
"import os\n",
"import matplotlib.pyplot as plt\n",
"import doxapy\n",
"import sys\n",
"import time\n",
"\n",
"inputfile = '/home/elena/Documents/Projects/kassenzettel-django-react/testings/receipe-upload-_oqp9us3.jpg'\n",
"#inputfile = '/home/elena/Documents/Projects/kassenzettel-django-react/testings/testbild.png'\n",
"img = cv2.imread(inputfile, cv2.IMREAD_GRAYSCALE)\n",
"start = 200\n",
"stop = start + 700\n",
"\n",
"img_snippet = img[start:stop,:]\n",
"img_copy = cv2.cvtColor(img_snippet,cv2.COLOR_GRAY2RGB)\n",
"\n",
"binary_image = np.empty(img_snippet.shape, img_snippet.dtype)\n",
"sauvola = doxapy.Binarization(doxapy.Binarization.Algorithms.ISAUVOLA)\n",
"sauvola.initialize(img_snippet)\n",
"sauvola.to_binary(binary_image, {\"window\": 45, \"k\": 0.009})\n",
"\n",
"#Plot the snippet\n",
"plt.figure(figsize=(10,10))\n",
"plt.imshow(binary_image, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"307\n"
]
}
],
"source": [
"#Invert the binary image\n",
"binary_image = cv2.bitwise_not(binary_image)\n",
"# Calc connected components\n",
"num_labels, labels, stats, centroids = cv2.connectedComponentsWithStats(binary_image, connectivity=8)\n",
"\n",
"# Calculate the mean vector and the covariance matrix of the pixels in each connected component\n",
"means = np.empty((num_labels,2))\n",
"covs = np.empty((num_labels,2,2))\n",
"eigenvalues = np.empty((num_labels,2))\n",
"eigenvectors = np.empty((num_labels,2,2))\n",
"\n",
"labelsForDelete = []\n",
"\n",
"for i in range(1,num_labels):\n",
" mask = np.zeros(binary_image.shape, np.uint8)\n",
" mask[labels == i] = 255\n",
" \n",
" xy_coords = np.flip(np.column_stack(np.where(mask == 255)), axis=1)\n",
" #means[i] = np.mean(xy_coords, axis=0) # Is equal to the centroid\n",
" covs[i] = np.cov(xy_coords, rowvar=False)\n",
"\n",
" # Calculate the eienvalues and eigenvectors of the covariance matrix\n",
" eigenvalues[i], eigenvectors[i] = np.linalg.eig(covs[i])\n",
"\n",
" #Sort the eigenvalues and eigenvectors\n",
" idx = eigenvalues[i].argsort()[::-1]\n",
" eigenvalues[i] = eigenvalues[i][idx]\n",
" eigenvectors[i] = eigenvectors[i][:,idx]\n",
"\n",
" #If eigenvalue1 / eigenvalue2 > 15, remove the corresponding connected component\n",
" if eigenvalues[i,0] / eigenvalues[i,1] > 15**2:\n",
" labelsForDelete.append(i)\n",
"\n",
"\n",
"#Delete the connected components in list\n",
"labels = np.delete(labels, labelsForDelete, axis=0)\n",
"num_labels = num_labels - len(labelsForDelete)\n",
"stats = np.delete(stats, labelsForDelete, axis=0)\n",
"centroids = np.delete(centroids, labelsForDelete, axis=0)\n",
"eigenvalues = np.delete(eigenvalues, labelsForDelete, axis=0)\n",
"eigenvectors = np.delete(eigenvectors, labelsForDelete, axis=0)\n",
"\n",
"# Create a new image with only the ellipses\n",
"ellipseMask = np.zeros(binary_image.shape, np.uint8)\n",
"for i in range(1,num_labels):\n",
" # Plot eigenvalues as ellipses in black and white image\n",
" cv2.ellipse(ellipseMask,(int(centroids[i,0]),int(centroids[i,1])),(int(np.sqrt(eigenvalues[i,0])),int(np.sqrt(eigenvalues[i,1]))),np.rad2deg(np.arctan2(eigenvectors[i,0,1],eigenvectors[i,0,0])),0,360,(255,255,255),-1)\n",
"\n",
"height, width = ellipseMask.shape[:2] \n",
"# get the center coordinates of the image to create the 2D rotation matrix \n",
"center = (width/2, height/2) \n",
"# Get diagonal of the image\n",
"diagonal = np.sqrt(width**2 + height**2)\n",
"\n",
"# Pad the ellipseMask with zeros to around the center to fit the diagonal\n",
"ellipseMask = np.pad(ellipseMask, ((int(diagonal/2 - height/2),int(diagonal/2 - height/2)),(int(diagonal/2 - width/2),int(diagonal/2 - width/2))), 'constant', constant_values=(0,0))\n",
"heightPadded, widthPadded = ellipseMask.shape[:2] \n",
"centerPadded = (widthPadded/2, heightPadded/2) \n",
"\n",
"# Shift centroids by padded amount\n",
"centroids = centroids + (diagonal/2 - width/2, diagonal/2 - height/2)\n",
"\n",
"print(num_labels)\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def changes_in_bitoperation(sequence: np.ndarray) -> int:\n",
" '''\n",
" Count the number of bit flips in a binary sequence (2x faster than itertools solution), adopten from: \n",
" https://stackoverflow.com/questions/70300297/is-there-a-built-in-python-function-to-count-bit-flip-in-a-binary-string#:~:text=There%20is%20a%20very%20fast%20way%20to%20do,string%20to%20count%20the%20number%20of%20bit%20flips.\n",
" :param sequence: A binary sequence as a numpy array\n",
" :return: The number of bit flips\n",
" '''\n",
" # Convert the sequence to an integer: [0,1,1,0,1] -> 0b01101\n",
" s = np.array2string(sequence, separator='',max_line_width=1000000)\n",
" n = int(s[1:-1], 2)\n",
"\n",
" # Build a binary mask to skip the most significant bit of n: 0b01101 -> 0b01111\n",
" mask = (1 << (len(s)-1)) - 1\n",
"\n",
" # Check if the ith bit of n is different from the (i+1)th bit of n using a bit-wise XOR:\n",
" # 0b01101 & 0b01111 -> 0b1101 (discard the first bit)\n",
" # 0b01101 >> 1 -> 0b0110\n",
" # 0b1101 ^ 0b0110 -> 0b1011\n",
" bitFlips = (n & mask) ^ (n >> 1)\n",
"\n",
" # Convert the integer back to a string and count the bit flips: 0b1011 -> \"0b1011\" -> 3\n",
" flipCount = bin(bitFlips).count('1')\n",
" return flipCount"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def changes_in_bitoperation_v2(sequence: np.ndarray) -> int:\n",
" '''\n",
" Count the number of bit flips in a binary sequence (2x faster than itertools solution), adopten from: \n",
" https://stackoverflow.com/questions/70300297/is-there-a-built-in-python-function-to-count-bit-flip-in-a-binary-string#:~:text=There%20is%20a%20very%20fast%20way%20to%20do,string%20to%20count%20the%20number%20of%20bit%20flips.\n",
" :param sequence: A binary sequence as a numpy array\n",
" :return: The number of bit flips\n",
" '''\n",
" # Convert the sequence to an integer: [0,1,1,0,1] -> 0b01101\n",
" #s = np.array2string(sequence, separator='',max_line_width=1000000)\n",
" # = int(s[1:-1], 2)\n",
" s = sequence.tobytes()\n",
" n = int.from_bytes(s, byteorder='big', signed=False)\n",
"\n",
" # Build a binary mask to skip the most significant bit of n: 0b01101 -> 0b01111\n",
" mask = (1 << (len(s)*8-1)) - 1\n",
"\n",
" # Check if the ith bit of n is different from the (i+1)th bit of n using a bit-wise XOR:\n",
" # 0b01101 & 0b01111 -> 0b1101 (discard the first bit)\n",
" # 0b01101 >> 1 -> 0b0110\n",
" # 0b1101 ^ 0b0110 -> 0b1011\n",
" bitFlips = (n & mask) ^ (n >> 1)\n",
"\n",
" # Convert the integer back to a string and count the bit flips: 0b1011 -> \"0b1011\" -> 3\n",
" flipCount = bin(bitFlips).count('1')\n",
" if sequence[0] == 255:\n",
" flipCount += 1\n",
" \n",
" return flipCount"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"\\n#np.random.seed(14)\\nimport time\\nimport binascii\\nfrom scipy.ndimage import label\\n\\nsequence = np.random.randint(0,2,1000).astype(np.uint8)\\ns = np.array2string(sequence, separator='',max_line_width=1000000)\\nn = int(s[1:-1], 2)\\nprint(s)\\nprint(n)\\n\\ns2 = sequence * 255\\nbinary_str = s2.tobytes()\\nprint(binary_str)\\n\\n\\n# Convert the binary string to an integer\\nint_val = int.from_bytes(binary_str, byteorder='big', signed=False)\\n#print(int.from_bytes(binary_str, byteorder='big', signed=False))\\n#print(int.from_bytes(binary_str, byteorder='little', signed=False))\\nprint(bin(int_val))\\n#sequence = (ellipseMask[:,100]/255).astype(np.uint8)\\n#print(sequence.shape)\\n\\n\\nmeanTime = 0\\nfor i in range(0,1000):\\n start = time.time()\\n a = changes_in_bitoperation(sequence)\\n end = time.time()\\n meanTime += end - start\\n\\nprint(a)\\nmeanTime = meanTime / 100\\nprint(meanTime)\\n\\nsequence = sequence * 255\\nmeanTime = 0\\nfor i in range(0,1000):\\n start = time.time()\\n a = changes_in_bitoperation_v2(sequence)\\n end = time.time()\\n meanTime += end - start\\n\\nprint(a)\\nmeanTime = meanTime / 100\\nprint(meanTime)\\n\\n\\nmeanTime = 0\\nfor i in range(0,1000):\\n start = time.time()\\n\\n flipCount = 0\\n\\n s = sequence.tobytes()\\n n = int.from_bytes(s, byteorder='big', signed=False)\\n mask = (1 << (len(s*8)-1)) - 1\\n\\n bitFlips = (n & mask) ^ (n >> 1)\\n\\n flipCount += bin(bitFlips).count('1')\\n if sequence[0] == 255:\\n flipCount += 1\\n end = time.time()\\n meanTime += end - start\\n \\n\\nprint(flipCount)\\nmeanTime = meanTime / 100\\nprint(meanTime)\\n\""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# For debugging\n",
"# Generate a random array of 0s and 1s with length 10000 always with the same seed\n",
"'''\n",
"#np.random.seed(14)\n",
"import time\n",
"import binascii\n",
"from scipy.ndimage import label\n",
"\n",
"sequence = np.random.randint(0,2,1000).astype(np.uint8)\n",
"s = np.array2string(sequence, separator='',max_line_width=1000000)\n",
"n = int(s[1:-1], 2)\n",
"print(s)\n",
"print(n)\n",
"\n",
"s2 = sequence * 255\n",
"binary_str = s2.tobytes()\n",
"print(binary_str)\n",
"\n",
"\n",
"# Convert the binary string to an integer\n",
"int_val = int.from_bytes(binary_str, byteorder='big', signed=False)\n",
"#print(int.from_bytes(binary_str, byteorder='big', signed=False))\n",
"#print(int.from_bytes(binary_str, byteorder='little', signed=False))\n",
"print(bin(int_val))\n",
"#sequence = (ellipseMask[:,100]/255).astype(np.uint8)\n",
"#print(sequence.shape)\n",
"\n",
"\n",
"meanTime = 0\n",
"for i in range(0,1000):\n",
" start = time.time()\n",
" a = changes_in_bitoperation(sequence)\n",
" end = time.time()\n",
" meanTime += end - start\n",
"\n",
"print(a)\n",
"meanTime = meanTime / 100\n",
"print(meanTime)\n",
"\n",
"sequence = sequence * 255\n",
"meanTime = 0\n",
"for i in range(0,1000):\n",
" start = time.time()\n",
" a = changes_in_bitoperation_v2(sequence)\n",
" end = time.time()\n",
" meanTime += end - start\n",
"\n",
"print(a)\n",
"meanTime = meanTime / 100\n",
"print(meanTime)\n",
"\n",
"\n",
"meanTime = 0\n",
"for i in range(0,1000):\n",
" start = time.time()\n",
"\n",
" flipCount = 0\n",
"\n",
" s = sequence.tobytes()\n",
" n = int.from_bytes(s, byteorder='big', signed=False)\n",
" mask = (1 << (len(s*8)-1)) - 1\n",
"\n",
" bitFlips = (n & mask) ^ (n >> 1)\n",
"\n",
" flipCount += bin(bitFlips).count('1')\n",
" if sequence[0] == 255:\n",
" flipCount += 1\n",
" end = time.time()\n",
" meanTime += end - start\n",
" \n",
"\n",
"print(flipCount)\n",
"meanTime = meanTime / 100\n",
"print(meanTime)\n",
"'''\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def calcProjection(Np: int, centroid: np.ndarray, ellipseMask: np.ndarray) -> np.ndarray:\n",
" '''\n",
" Calculates the projection of the ellipse mask\n",
" :param Np: Number of pixels in the projection\n",
" :param centroid: Centroid of the ellipse mask\n",
" :param ellipseMask: Ellipse mask\n",
" :return: Projection of the ellipse mask\n",
" '''\n",
" xprojection = np.zeros(Np)\n",
" paddedMask = np.zeros((ellipseMask.shape[0],Np), np.uint8)\n",
"\n",
" if centroid[0]-Np/2 < 0 and centroid[0]+Np/2 < ellipseMask.shape[1]:\n",
" #Pad at the beginning\n",
" paddedMask = np.pad(ellipseMask, ((0,0),(int(Np/2 - centroid[0]),0)), 'reflect')[:,0:Np]\n",
"\n",
" elif centroid[0]-Np/2 > 0 and centroid[0]+Np/2 > ellipseMask.shape[1]:\n",
" #Pad at the end\n",
" paddedMask = np.pad(ellipseMask, ((0,0),(0,int(Np/2 - (ellipseMask.shape[1] - centroid[0])))), 'reflect')[:,0:Np]\n",
" elif centroid[0]-Np/2 < 0 and centroid[0]+Np/2 > ellipseMask.shape[1]:\n",
" #Pad at the beginning and at the end\n",
" paddedMask = np.pad(ellipseMask, ((0,0),(int(Np/2 - centroid[0]),int(Np/2 - (ellipseMask.shape[1] - centroid[0])))), 'reflect')[:,0:Np]\n",
" else:\n",
" #No padding\n",
" paddedMask = ellipseMask[:,int(centroid[0]-Np/2):int(centroid[0]+Np/2)]\n",
"\n",
" #Calculate the projection\n",
" for rowNumber in range(0,paddedMask.shape[1]):\n",
" row = paddedMask[:,rowNumber]\n",
" flipps = changes_in_bitoperation_v2(row)\n",
"\n",
" if row[0] > 0 and row[-1] == 0:\n",
" flipps += 1\n",
" elif row[-1] > 0 and row[0] == 0:\n",
" flipps += 1\n",
" elif row[0] > 0 and row[-1] > 0:\n",
" flipps += 2\n",
"\n",
" xprojection[rowNumber] = flipps/2\n",
"\n",
" return xprojection"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x200 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Iterate over each connected component\n",
"D = 32\n",
"Np = 256\n",
"kp = 5\n",
"epsilon = 3\n",
"\n",
"Vp = np.zeros((num_labels,D))\n",
"\n",
"angles = np.pi/32 * np.arange(0,D)\n",
"\n",
"for angleNum in range(0,angles.shape[0]):\n",
" # Calculate the rotation matrix\n",
" M = cv2.getRotationMatrix2D(center=centerPadded, angle=np.rad2deg(angles[angleNum]),scale=1)\n",
" rotated = cv2.warpAffine(ellipseMask,M,(ellipseMask.shape[1],ellipseMask.shape[0]))\n",
" #Rotate all centroids by angle\n",
" rotated_centroids = np.dot(M,np.append(centroids, np.ones((num_labels,1)), axis=1).T).T[:,:2]\n",
"\n",
" _, rotated = cv2.threshold(rotated, 127, 255, cv2.THRESH_BINARY)\n",
"\n",
" for centroidNum in range(100,101):#,num_labels):\n",
" #start = time.time()\n",
" xprojection = calcProjection(Np, rotated_centroids[centroidNum] , rotated)\n",
" #end = time.time()\n",
" #print(end-start)\n",
"\n",
" #start = time.time()\n",
" #Check if xprojection is smaler or equal than 3 for all values\n",
" if np.all(xprojection <= 3):\n",
" Vp[centroidNum,angleNum] = epsilon\n",
" else:\n",
" # Calculate the rfft of the xprojection\n",
" dft = np.fft.rfft(xprojection)\n",
" #print(dft)\n",
"\n",
" #Check if dft[kp] is local maximum\n",
" if kp > 0 and kp < len(dft)-1:\n",
" if np.abs(dft[kp]) > np.abs(dft[kp-1]) and np.abs(dft[kp]) > np.abs(dft[kp+1]):\n",
" Vp[centroidNum,angleNum] = -np.log(np.abs(dft[kp])**2/np.abs(dft[0])**2)\n",
" else:\n",
" Vp[centroidNum,angleNum] = epsilon\n",
" #stop = time.time()\n",
" #print(stop-start)\n",
"\n",
" \n",
"#Plot Vp\n",
"plt.figure(figsize=(10,2))\n",
"plt.plot(angles,Vp[100,:])\n",
"plt.show()\n",
"\n",
" \n"
]
},
{
"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": "3.11.5"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}