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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# https://github.com/danielvarga/string-art" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Bresenham line algorithm\n", | |
"# https://gist.github.com/flags/1132363\n", | |
"class bresenham:\n", | |
" def __init__(self, start, end):\n", | |
" self.start = list(start)\n", | |
" self.end = list(end)\n", | |
" self.path = []\n", | |
" \n", | |
" self.steep = abs(self.end[1]-self.start[1]) > abs(self.end[0]-self.start[0])\n", | |
" \n", | |
" if self.steep:\n", | |
" self.start = self.swap(self.start[0],self.start[1])\n", | |
" self.end = self.swap(self.end[0],self.end[1])\n", | |
" \n", | |
" if self.start[0] > self.end[0]:\n", | |
" _x0 = int(self.start[0])\n", | |
" _x1 = int(self.end[0])\n", | |
" self.start[0] = _x1\n", | |
" self.end[0] = _x0\n", | |
" \n", | |
" _y0 = int(self.start[1])\n", | |
" _y1 = int(self.end[1])\n", | |
" self.start[1] = _y1\n", | |
" self.end[1] = _y0\n", | |
" \n", | |
" dx = self.end[0] - self.start[0]\n", | |
" dy = abs(self.end[1] - self.start[1])\n", | |
" error = 0\n", | |
" derr = dy/float(dx)\n", | |
" \n", | |
" ystep = 0\n", | |
" y = self.start[1]\n", | |
" \n", | |
" if self.start[1] < self.end[1]: ystep = 1\n", | |
" else: ystep = -1\n", | |
" \n", | |
" for x in range(self.start[0],self.end[0]+1):\n", | |
" if self.steep:\n", | |
" self.path.append((y,x))\n", | |
" else:\n", | |
" self.path.append((x,y))\n", | |
" \n", | |
" error += derr\n", | |
" \n", | |
" if error >= 0.5:\n", | |
" y += ystep\n", | |
" error -= 1.0\n", | |
"\n", | |
" def swap(self,n1,n2):\n", | |
" return [n2,n1]\n", | |
"\n", | |
"\n", | |
"# Bresenham circle algorithm\n", | |
"# https://www.daniweb.com/programming/software-development/threads/321181/python-bresenham-circle-arc-algorithm\n", | |
"def circle(radius):\n", | |
" # init vars\n", | |
" switch = 3 - (2 * radius)\n", | |
" points = set()\n", | |
" x = 0\n", | |
" y = radius\n", | |
" # first quarter/octant starts clockwise at 12 o'clock\n", | |
" while x <= y:\n", | |
" # first quarter first octant\n", | |
" points.add((x,-y))\n", | |
" # first quarter 2nd octant\n", | |
" points.add((y,-x))\n", | |
" # second quarter 3rd octant\n", | |
" points.add((y,x))\n", | |
" # second quarter 4.octant\n", | |
" points.add((x,y))\n", | |
" # third quarter 5.octant\n", | |
" points.add((-x,y))\n", | |
" # third quarter 6.octant\n", | |
" points.add((-y,x))\n", | |
" # fourth quarter 7.octant\n", | |
" points.add((-y,-x))\n", | |
" # fourth quarter 8.octant\n", | |
" points.add((-x,-y))\n", | |
" if switch < 0:\n", | |
" switch = switch + (4 * x) + 6\n", | |
" else:\n", | |
" switch = switch + (4 * (x - y)) + 10\n", | |
" y = y - 1\n", | |
" x = x + 1\n", | |
" return points\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import sys\n", | |
"import numpy as np\n", | |
"import scipy\n", | |
"import scipy.sparse\n", | |
"import scipy.sparse.linalg\n", | |
"from scipy.misc import imread, imresize, imsave\n", | |
"import math\n", | |
"from collections import defaultdict" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def image(filename, size):\n", | |
" img = imresize(imread(filename, flatten=True), (size, size))\n", | |
" return img\n", | |
"\n", | |
"\n", | |
"def build_arc_adjecency_matrix(n, radius):\n", | |
" print(\"building sparse adjecency matrix\")\n", | |
" hooks = np.array([[math.cos(np.pi*2*i/n), math.sin(np.pi*2*i/n)] for i in range(n)])\n", | |
" hooks = (radius * hooks).astype(int)\n", | |
" edge_codes = []\n", | |
" row_ind = []\n", | |
" col_ind = []\n", | |
" for i, ni in enumerate(hooks):\n", | |
" for j, nj in enumerate(hooks[i+1:], start=i+1):\n", | |
" edge_codes.append((i, j))\n", | |
" pixels = bresenham(ni, nj).path\n", | |
" edge = []\n", | |
" for pixel in pixels:\n", | |
" pixel_code = (pixel[1]+radius)*(radius*2+1) + (pixel[0]+radius)\n", | |
" edge.append(pixel_code)\n", | |
" row_ind += edge\n", | |
" col_ind += [len(edge_codes)-1] * len(edge)\n", | |
" # creating the edge-pixel adjecency matrix:\n", | |
" # rows are indexed with pixel codes, columns are indexed with edge codes.\n", | |
" sparse = scipy.sparse.csr_matrix(([1.0]*len(row_ind), (row_ind, col_ind)), shape=((2*radius+1)*(2*radius+1), len(edge_codes)))\n", | |
" return sparse, hooks, edge_codes\n", | |
"\n", | |
"\n", | |
"def build_circle_adjecency_matrix(radius, small_radius):\n", | |
" print(\"building sparse adjecency matrix\")\n", | |
" edge_codes = []\n", | |
" row_ind = []\n", | |
" col_ind = []\n", | |
" pixels = circle(small_radius)\n", | |
" for i, cx in enumerate(range(-radius+small_radius+1, radius-small_radius-1, 1)):\n", | |
" for j, cy in enumerate(range(-radius+small_radius+1, radius-small_radius-1, 1)):\n", | |
" edge_codes.append((i, j))\n", | |
" edge = []\n", | |
" for pixel in pixels:\n", | |
" px, py = cx+pixel[0], cy+pixel[1]\n", | |
" pixel_code = (py+radius)*(radius*2+1) + (px+radius)\n", | |
" edge.append(pixel_code)\n", | |
" row_ind += edge\n", | |
" col_ind += [len(edge_codes)-1] * len(edge)\n", | |
" # creating the edge-pixel adjecency matrix:\n", | |
" # rows are indexed with pixel codes, columns are indexed with edge codes.\n", | |
" sparse = scipy.sparse.csr_matrix(([1.0]*len(row_ind), (row_ind, col_ind)), shape=((2*radius+1)*(2*radius+1), len(edge_codes)))\n", | |
" hooks = []\n", | |
" return sparse, hooks, edge_codes\n", | |
"\n", | |
"\n", | |
"def build_image_vector(img, radius):\n", | |
" # representing the input image as a sparse column vector of pixels:\n", | |
" assert img.shape[0] == img.shape[1]\n", | |
" img_size = img.shape[0]\n", | |
" row_ind = []\n", | |
" col_ind = []\n", | |
" data = []\n", | |
" for y, line in enumerate(img):\n", | |
" for x, pixel_value in enumerate(line):\n", | |
" global_x = x - img_size//2\n", | |
" global_y = y - img_size//2\n", | |
" pixel_code = (global_y+radius)*(radius*2+1) + (global_x+radius)\n", | |
" data.append(float(pixel_value))\n", | |
" row_ind.append(pixel_code)\n", | |
" col_ind.append(0)\n", | |
" sparse_b = scipy.sparse.csr_matrix((data, (row_ind, col_ind)), shape=((2*radius+1)*(2*radius+1), 1))\n", | |
" return sparse_b\n", | |
"\n", | |
"\n", | |
"def reconstruct(x, sparse, radius):\n", | |
" b_approx = sparse.dot(x)\n", | |
" b_image = b_approx.reshape((2*radius+1, 2*radius+1))\n", | |
" b_image = np.clip(b_image, 0, 255)\n", | |
" return b_image\n", | |
"\n", | |
"\n", | |
"def reconstruct_and_save(x, sparse, radius, filename):\n", | |
" brightness_correction = 1.2\n", | |
" b_image = reconstruct(x * brightness_correction, sparse, radius)\n", | |
" imsave(filename, b_image)\n", | |
"\n", | |
"\n", | |
"def dump_arcs(solution, hooks, edge_codes, filename):\n", | |
" f = open(filename, \"w\")\n", | |
" f.write(f'{len(hooks)}\\n')\n", | |
" for i, (x, y) in enumerate(hooks):\n", | |
" f.write(f'{i}\\t{x}\\t{y}\\n')\n", | |
" f.write('\\n')\n", | |
" assert len(edge_codes) == len(solution)\n", | |
" for (i, j), value in zip(edge_codes, solution):\n", | |
" if value==0:\n", | |
" continue\n", | |
" # int values are shown as ints.\n", | |
" if value==int(value):\n", | |
" value = int(value)\n", | |
" f.write(f'{i}\\t{j}\\t{value}\\n')\n", | |
" f.close()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"building sparse adjecency matrix\n" | |
] | |
} | |
], | |
"source": [ | |
"n = 180\n", | |
"radius = 250\n", | |
"\n", | |
"sparse, hooks, edge_codes = build_arc_adjecency_matrix(n, radius)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/Users/ypw/miniconda3/lib/python3.6/site-packages/ipykernel_launcher.py:2: DeprecationWarning: `imread` is deprecated!\n", | |
"`imread` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n", | |
"Use ``imageio.imread`` instead.\n", | |
" \n", | |
"/Users/ypw/miniconda3/lib/python3.6/site-packages/ipykernel_launcher.py:2: DeprecationWarning: `imresize` is deprecated!\n", | |
"`imresize` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n", | |
"Use ``skimage.transform.resize`` instead.\n", | |
" \n" | |
] | |
} | |
], | |
"source": [ | |
"filename = 'test3.png'\n", | |
"output_prefix = 'output'\n", | |
"shrinkage = 0.75\n", | |
"img = image(filename, int(radius * 2 * shrinkage))\n", | |
"sparse_b = build_image_vector(img, radius)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<PIL.Image.Image image mode=L size=375x375 at 0x1144179B0>" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"import PIL\n", | |
"\n", | |
"PIL.Image.fromarray(img)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/Users/ypw/miniconda3/lib/python3.6/site-packages/ipykernel_launcher.py:81: DeprecationWarning: `imsave` is deprecated!\n", | |
"`imsave` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n", | |
"Use ``imageio.imwrite`` instead.\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"result = scipy.sparse.linalg.lsqr(sparse, np.array(sparse_b.todense()).flatten())\n", | |
"x = result[0]\n", | |
"reconstruct_and_save(x, sparse, radius, output_prefix+\"-allow-negative.png\")\n", | |
"dump_arcs(x, hooks, edge_codes, output_prefix+\"-unquantized.txt\")\n", | |
"Image(output_prefix+\"-allow-negative.png\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/Users/ypw/miniconda3/lib/python3.6/site-packages/ipykernel_launcher.py:81: DeprecationWarning: `imsave` is deprecated!\n", | |
"`imsave` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n", | |
"Use ``imageio.imwrite`` instead.\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"quantization_level = 50 # 50 is already quite good. None means no quantization.\n", | |
"# clip values larger than clip_factor times maximum.\n", | |
"# (The long tail does not add too much to percieved quality.)\n", | |
"clip_factor = 0.3\n", | |
"if quantization_level is not None:\n", | |
" max_edge_weight_orig = np.max(x)\n", | |
" x_quantized = (x / np.max(x) * quantization_level).round()\n", | |
" x_quantized = np.clip(x_quantized, 0, int(np.max(x_quantized) * clip_factor))\n", | |
" # scale it back:\n", | |
" x = x_quantized / quantization_level * max_edge_weight_orig\n", | |
" dump_arcs(x_quantized, hooks, edge_codes, output_prefix+\".txt\")\n", | |
"\n", | |
"reconstruct_and_save(x, sparse, radius, output_prefix+\".png\")\n", | |
"Image(output_prefix+\".png\")" | |
] | |
}, | |
{ | |
"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": "3.6.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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