{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "19d67c5f-5230-49c1-84fb-873ee7c803cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import imageio.v3 as imageio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "55a74337-f41f-41ea-8f7f-5164bb4fa051",
   "metadata": {},
   "outputs": [],
   "source": [
    "def luminance(l):\n",
    "    if len(l.shape) > 2:\n",
    "        l = 0.2126 * l[:, :, 0] + 0.7152 * l[:, :, 1] + 0.0722 * l[:, :, 2]\n",
    "        l = l.astype(np.uint8)\n",
    "    return l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "57f37c08-0e89-4073-8dfb-b0a2af1a9334",
   "metadata": {},
   "outputs": [],
   "source": [
    "def histogram(img, bins=256):\n",
    "    img = luminance(img)\n",
    "    range_bins = 256//bins\n",
    "    hist = np.zeros((bins,))\n",
    "    for idx, i in enumerate(np.arange(0, 256, range_bins)):\n",
    "        a = (img >= i)\n",
    "        b = img < (i+range_bins)\n",
    "        hist[idx] = (a & b).sum()\n",
    "    return hist / hist.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ce353046-e179-4fa1-bf12-e62b0e2f880c",
   "metadata": {},
   "outputs": [],
   "source": [
    "img = imageio.imread('./laplace.jpeg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8ed915f7-c9dc-481f-8318-806778c1c36d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x109d127d0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "735fb38a-2757-425b-a394-28031989c900",
   "metadata": {},
   "outputs": [],
   "source": [
    "hist = histogram(img, bins=256)\n",
    "all_std = []\n",
    "for i in range(1, 256):\n",
    "    std_a, w_a = hist[:i].var(), hist[:i].sum()\n",
    "    std_b, w_b = hist[i:].var(), hist[i:].sum()\n",
    "    std_sum = w_a*std_a + w_b*std_b\n",
    "    all_std.append(std_sum)\n",
    "all_std = np.array(all_std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f7140e20-9126-484e-bf1c-4e01b0aac8f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.int64(160)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_std.argmin()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f4f8dc73-b129-40e6-8a9c-ee7837ae30ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x10a605250>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(luminance(img) > all_std.argmin(), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "d7f05858-97aa-450e-8dbc-e4a435d49750",
   "metadata": {},
   "outputs": [],
   "source": [
    "seg = np.zeros([img.shape[0], img.shape[1]])\n",
    "\n",
    "# pixel inicial\n",
    "queue = [np.array([120,160])]\n",
    "\n",
    "# pop na fila\n",
    "while queue:\n",
    "    pixel = queue.pop(0)\n",
    "    seg[*pixel] = 1\n",
    "    \n",
    "    neighbours = [pixel + np.array([0, 1]), pixel + np.array([1, 0]),\n",
    "                  pixel + np.array([-1, 0]), pixel + np.array([0, -1])]\n",
    "\n",
    "    # print(neighbours)\n",
    "\n",
    "    for i, j in neighbours:\n",
    "        if i >= img.shape[0] or j >= img.shape[1] or i < 0 or j < 0:\n",
    "            continue\n",
    "        if seg[i, j] == 1:\n",
    "            continue\n",
    "        if np.sqrt(((img[i, j] - img[*pixel])**2).mean()) < 7.45:\n",
    "            # print(img[i, j], img[*pixel])\n",
    "            seg[i, j] = 1\n",
    "            queue.append(np.array([i, j]))\n",
    "        # print(img[i, j], img[*pixel])\n",
    "        # print(np.sqrt(((img[i, j] - img[*pixel])**2).mean()))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "1e3edcc4-afac-4747-a95a-a472fd711b3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x10d4a03d0>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(seg*255, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "a3688d8e-d21c-4c37-8365-fb9804923d4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(1.0)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seg.min()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.6"
  }
 },
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