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@cucmberium
Created June 9, 2020 14:42
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任意のアニメキャラを一筆書きで数式にするやつ (Pythonで)
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from collections import defaultdict\n",
"\n",
"import tqdm\n",
"import numpy as np\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.animation as animation\n",
"import cv2\n",
"import networkx as nx\n",
"from PIL import Image"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"orig_img = cv2.imread(\"./haato.png\", cv2.IMREAD_UNCHANGED)\n",
"orig_img = cv2.cvtColor(orig_img, cv2.COLOR_BGR2RGB)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1947adbe748>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 10))\n",
"plt.imshow(Image.fromarray(orig_img))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"gray_img = cv2.cvtColor(orig_img, cv2.COLOR_RGB2GRAY)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 10))\n",
"plt.imshow(Image.fromarray(gray_img))\n",
"plt.gray()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"layer_img = 255.0 - gray_img\n",
"layer_img = cv2.GaussianBlur(layer_img, (0, 0), 1)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# 覆い焼きカラー\n",
"curve_img = np.clip(gray_img.astype(np.float32) * 255 / (255 - layer_img), 0, 255).astype(np.uint8)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 10))\n",
"plt.imshow(Image.fromarray(curve_img))\n",
"plt.gray()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"threshold = 240\n",
"curve_img[curve_img >= threshold] = 255\n",
"curve_img[curve_img < threshold] = 0"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 10))\n",
"plt.imshow(Image.fromarray(curve_img))\n",
"plt.gray()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"Image.fromarray(curve_img).save(\"./haato_curve.png\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# 手で修正\n",
"curve_img = cv2.imread(\"./haato_curve_fixed.png\", cv2.IMREAD_UNCHANGED)\n",
"curve_img = cv2.cvtColor(curve_img, cv2.COLOR_BGR2GRAY)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 10))\n",
"plt.imshow(Image.fromarray(curve_img))\n",
"plt.gray()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"x, y = np.where(curve_img == 0)\n",
"\n",
"neighborhood_size = 4\n",
"\n",
"points_list = list(zip(x, y))\n",
"lines = []\n",
"while len(points_list) > 0:\n",
" idx = np.random.choice(len(points_list))\n",
" line = [points_list[idx]]\n",
" del points_list[idx]\n",
" \n",
" reversed_flag = False\n",
" while len(points_list) > 0:\n",
" points = np.array(points_list)\n",
" distances = np.linalg.norm(points - line[-1], axis=-1)\n",
" nearest_points_length = (distances <= neighborhood_size).sum()\n",
" if nearest_points_length == 0:\n",
" if not reversed_flag:\n",
" reversed_flag = True\n",
" line = line[::-1]\n",
" continue\n",
" else:\n",
" break\n",
" \n",
" nearest_indices = np.argsort(distances)[:nearest_points_length]\n",
" nearest_points = points[nearest_indices]\n",
" \n",
" if len(line) <= 3:\n",
" line.append(points_list[nearest_indices[0]])\n",
" del points_list[nearest_indices[0]]\n",
" else:\n",
" line_array = np.array(line)\n",
" d = (line_array[-1] - line_array[-2]) + (line_array[-2] - line_array[-3]) / 2\n",
" norm = np.linalg.norm(d)\n",
" if norm > 0.0:\n",
" d = d / norm\n",
" n = np.copy(d)[::-1]\n",
" n[0] = -n[0]\n",
" \n",
" s = [(ss - line_array[-1]) for ss in nearest_points]\n",
" s = [np.sqrt((d @ ss)**2 + 2 * (n @ ss)**2) for ss in s]\n",
" \n",
" idx = np.argsort(s)[0]\n",
" line.append(points_list[nearest_indices[idx]])\n",
" del points_list[nearest_indices[idx]]\n",
"\n",
" lines.append(line)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"lines = [line for line in lines if len(line) >= neighborhood_size]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20, 20))\n",
"plt.imshow(Image.fromarray(curve_img))\n",
"\n",
"colors = list(matplotlib.colors.cnames.keys())\n",
"\n",
"cnt = 0\n",
"for line in sorted(lines, key=lambda x: len(x)):\n",
" x = [p[1] for p in line]\n",
" y = [p[0] for p in line]\n",
" plt.scatter(x, y, s=1, c=colors[cnt])\n",
" \n",
" cnt += 1\n",
" if cnt >= len(colors):\n",
" cnt = 0"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|████████████████████████████████████████████████████████████████████████████████| 196/196 [04:11<00:00, 1.28s/it]\n"
]
}
],
"source": [
"split_points_data = []\n",
"for line in tqdm.tqdm(lines):\n",
" split_points = []\n",
" for point in line:\n",
" for line2 in lines:\n",
" if line == line2:\n",
" continue\n",
" \n",
" if len(split_points) > 0:\n",
" distances = np.linalg.norm(np.array(split_points) - np.array(point), axis=-1)\n",
" nearest_points_length = (distances <= neighborhood_size).sum()\n",
" if nearest_points_length > 0:\n",
" continue\n",
" \n",
" distances = np.linalg.norm(np.array(line2) - np.array(point), axis=-1)\n",
" nearest_points_length = (distances <= 1.5).sum()\n",
" if nearest_points_length > 0:\n",
" split_points.append(point)\n",
" break\n",
" \n",
" split_points_data.append(split_points)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"splitted_lines = []\n",
"for line, split_points in zip(lines, split_points_data):\n",
" indices = [0] + [e for e, p in enumerate(line) if p in split_points]\n",
" splitted_lines.extend([line[i:j] for i,j in zip(indices, indices[1:]+[None])])\n",
"\n",
"lines = splitted_lines\n",
"lines = [line for line in lines if len(line) >= 1]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20, 20))\n",
"plt.imshow(Image.fromarray(curve_img))\n",
"\n",
"colors = list(matplotlib.colors.cnames.keys())\n",
"\n",
"cnt = 0\n",
"for line in sorted(lines, key=lambda x: len(x)):\n",
" x = [p[1] for p in line]\n",
" y = [p[0] for p in line]\n",
" plt.scatter(x, y, s=1, c=colors[cnt])\n",
" \n",
" cnt += 1\n",
" if cnt >= len(colors):\n",
" cnt = 0"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"point_to_node_dict = {}\n",
"\n",
"cnt = 0\n",
"\n",
"for line in lines:\n",
" start_point = line[0]\n",
" for point in point_to_node_dict:\n",
" distance = np.linalg.norm(np.array(point) - np.array(start_point), axis=-1)\n",
" if distance <= 6:\n",
" point_to_node_dict[start_point] = point_to_node_dict[point]\n",
" break\n",
" else:\n",
" point_to_node_dict[start_point] = cnt\n",
" cnt += 1\n",
"\n",
"for line in lines:\n",
" end_point = line[-1]\n",
" for point in point_to_node_dict:\n",
" distance = np.linalg.norm(np.array(point) - np.array(end_point), axis=-1)\n",
" if distance <= 6:\n",
" point_to_node_dict[end_point] = point_to_node_dict[point]\n",
" break\n",
" else:\n",
" point_to_node_dict[end_point] = cnt\n",
" cnt += 1"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"G = nx.Graph()\n",
"G.add_nodes_from([x for x in range(max(point_to_node_dict.values()) + 1)])\n",
"for e, line in enumerate(lines):\n",
" G.add_edge(point_to_node_dict[line[0]], point_to_node_dict[line[-1]], weight=len(line))\n",
"\n",
"target_nodes = max(nx.connected_components(G), key=len)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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