Lugovtsov/5.2.1-frank-herz-experiment/video-digits-recognition.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "eaa2416a-0267-47ba-9d79-bb261e26a468",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt \n",
    "import numpy as np\n",
    "from skimage import transform, color\n",
    "import cv2 as cv\n",
    "\n",
    "tuple2int = {\n",
    "    (1, 1, 1, 1, 1, 1, 0) : 0,\n",
    "    (0, 1, 1, 0, 0, 0, 0) : 1,\n",
    "    (1, 1, 0, 1, 1, 0, 1) : 2,\n",
    "    (1, 1, 1, 1, 0, 0, 1) : 3,\n",
    "    (0, 1, 1, 0, 0, 1, 1) : 4,\n",
    "    (1, 0, 1, 1, 0, 1, 1) : 5,\n",
    "    (0, 0, 1, 1, 1, 1, 1) : 6,\n",
    "    (1, 1, 1, 0, 0, 0, 0) : 7,\n",
    "    (1, 1, 1, 1, 1, 1, 1) : 8,\n",
    "    (1, 1, 1, 0, 0, 1, 1) : 9\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3d2098e2-ef3d-4a2d-87c4-6be66407bffa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# импортируем видео и берём первый кадр\n",
    "cap = cv.VideoCapture('video6v.mp4')\n",
    "_, frame = cap.read()\n",
    "cap.release()\n",
    "\n",
    "# преобразуем в чб и обрезаем\n",
    "img = color.rgb2gray(frame)[40:160, 60:840]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "4137cf71-9e31-4359-a21a-7b54a6354534",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.017812652011477813\n",
      "0.07252897391369635\n",
      "0.07612851128888085\n",
      "0.011668756899630477\n",
      "0.009897907649643245\n",
      "0.010396053327018567\n",
      "0.020293774688222698\n",
      "[False, True, True, False, False, False, False]\n",
      "1\n",
      "0.011081219101728717\n",
      "0.010300474182598952\n",
      "0.07420413723973342\n",
      "0.12003011758631126\n",
      "0.07538455615095921\n",
      "0.07012651622939371\n",
      "0.14768129586493906\n",
      "[False, False, True, True, True, True, True]\n",
      "6\n",
      "0.13483391597622127\n",
      "0.07187739763540277\n",
      "0.07657381551889356\n",
      "0.030919602858241343\n",
      "0.024470428268028456\n",
      "0.0677808028655107\n",
      "0.13869647966244802\n",
      "[True, True, True, False, False, True, True]\n",
      "9\n",
      "0.09055033966418839\n",
      "0.07099089673220446\n",
      "0.09382713516126452\n",
      "0.04741589011980885\n",
      "0.04989093065807115\n",
      "0.021457401545882965\n",
      "0.03655624634585533\n",
      "[True, True, True, False, False, False, False]\n",
      "7\n",
      "0.018706214079950084\n",
      "0.07219967352758572\n",
      "0.07511405639845604\n",
      "0.011668756899630477\n",
      "0.009897907649643245\n",
      "0.01008685490193572\n",
      "0.020172324508439414\n",
      "[False, True, True, False, False, False, False]\n",
      "1\n",
      "0.011081219101728717\n",
      "0.010300474182598952\n",
      "0.07420413723973342\n",
      "0.12042805342582763\n",
      "0.07550292132397023\n",
      "0.07012651622939371\n",
      "0.14710389244648578\n",
      "[False, False, True, True, True, True, True]\n",
      "6\n",
      "0.1346479715690017\n",
      "0.07289778701774388\n",
      "0.07657381551889356\n",
      "0.03280741270121986\n",
      "0.025372024540802243\n",
      "0.069376590954119\n",
      "0.13863502594946536\n",
      "[True, True, True, False, False, True, True]\n",
      "9\n",
      "0.09163377144579735\n",
      "0.07074676675027348\n",
      "0.09382713516126452\n",
      "0.04655079101810187\n",
      "0.05079261844489278\n",
      "0.02236002368234241\n",
      "0.03655624634585533\n",
      "[True, True, True, False, False, False, False]\n",
      "7\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "src = np.array([[0, 0], [0, 55], [230, 55], [230, 0]])\n",
    "dst = [None, None]\n",
    "dst[0] = np.array([[12, 50], [15, 88], [151, 80], [151, 48]])\n",
    "dst[1] = np.array([[610, 40], [600, 75], [737, 85], [744, 48]])\n",
    "\n",
    "warped = [None, None]\n",
    "# warped = buf\n",
    "tform3_1 = transform.ProjectiveTransform()\n",
    "tform3_1.estimate(src, dst[0])\n",
    "warped[0] = transform.warp(img, tform3_1, output_shape=(50, 300))\n",
    "\n",
    "tform3_2 = transform.ProjectiveTransform()\n",
    "tform3_2.estimate(src, dst[1])\n",
    "warped[1] = transform.warp(img, tform3_2, output_shape=(50, 300))\n",
    "warped[0] = buf\n",
    "\n",
    "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(12, 3))\n",
    "\n",
    "\n",
    "segments = np.array([[9,34], [18, 44], [36, 42], [47,30], [36, 20], [18, 22], [28, 32]], dtype=int)\n",
    "\n",
    "shift_x = [0, 0]\n",
    "shift_y = [47, 47]\n",
    "start_x = [-4, -4]\n",
    "start_y = [-9, -9]\n",
    "\n",
    "min_val = 0.055\n",
    "delta = 1\n",
    "for i in range(2):\n",
    "    ax[0][i].imshow(img, cmap=plt.cm.gray)\n",
    "    ax[0][i].plot(dst[i][:, 0], dst[i][:, 1], '.r')\n",
    "    ax[1][i].imshow(warped[i], cmap=plt.cm.gray)\n",
    "\n",
    "    sh_x = shift_x[i]\n",
    "    sh_y = shift_y[i]\n",
    "    numbers = np.array([[0, 0], [sh_x, sh_y], [2*sh_x, 2*sh_y], [3*sh_x, 3*sh_y]])\n",
    "    for number in numbers:\n",
    "        bool_arr = []\n",
    "        for segment in (segments + number + (start_x[i], start_y[i])):\n",
    "            ax[1][i].plot(segment[1], segment[0], '.r')\n",
    "            area = warped[i][(segment[0] - delta):(segment[0] + delta), (segment[1] - delta):(segment[1] + delta)]\n",
    "\n",
    "            bool_arr.append(np.mean(area) > min_val)\n",
    "            print(np.mean(area))\n",
    "        print(bool_arr)\n",
    "        print(tuple2int[tuple(bool_arr)])\n",
    "        \n",
    "    for a in ax:\n",
    "        a[i].axis('off')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "c7df7aed-0b5e-47c8-b2df-0c7ea1eff160",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error: 1\n",
      "Error: 0\n",
      "Error: 1\n",
      "Error: 0\n",
      "Error: 1\n",
      "Error: 0\n",
      "Error: 0\n",
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      "Error: 1\n",
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      "Error: 1\n",
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      "Error: 1\n",
      "Error: 0\n",
      "Error: 0\n",
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      "Error: 0\n",
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      "Error: 0\n",
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      "Error: 0\n",
      "Error: 0\n",
      "Error: 0\n",
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      "Error: 0\n",
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      "Error: 0\n",
      "Error: 0\n",
      "Error: 0\n",
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      "Error: 0\n",
      "Error: 0\n",
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      "Error: 0\n",
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      "Error: 0\n",
      "Error: 0\n",
      "Error: 0\n",
      "Error: 0\n",
      "Error: 0\n",
      "Error: 0\n",
      "Error: 1\n",
      "Error: 0\n",
      "Error: 1\n",
      "Error: 1\n",
      "Error: 1\n",
      "Error: 1\n",
      "Can't receive frame (stream end?). Exiting ...\n"
     ]
    }
   ],
   "source": [
    "buf = None\n",
    "\n",
    "with open(\"data6v.csv\", \"w\") as f:\n",
    "    f.write(\"U[V], I[uA]\\n\")\n",
    "\n",
    "cap = cv.VideoCapture('video6v.mp4')\n",
    "prev = (0, 0)\n",
    "\n",
    "while cap.isOpened():\n",
    "    ret, frame = cap.read()\n",
    "    \n",
    "    # if frame is read correctly ret is True\n",
    "    if not ret:\n",
    "        print(\"Can't receive frame (stream end?). Exiting ...\")\n",
    "        break\n",
    "    \n",
    "    img = color.rgb2gray(frame)[40:160, 60:810]\n",
    "    \n",
    "    warped[0] = transform.warp(img, tform3_1, output_shape=(50, 300))\n",
    "    warped[1] = transform.warp(img, tform3_2, output_shape=(50, 300))\n",
    "\n",
    "    cv.imshow('frame', warped[1])\n",
    "    \n",
    "    if cv.waitKey(1) == ord('q'):\n",
    "        break\n",
    "    \n",
    "    v_nums = [[], []]\n",
    "    \n",
    "    for i in range(2):\n",
    "        sh_x = shift_x[i]\n",
    "        sh_y = shift_y[i]\n",
    "        numbers = np.array([[0, 0], [sh_x, sh_y], [2*sh_x, 2*sh_y], [3*sh_x, 3*sh_y]])\n",
    "        for number in numbers:\n",
    "            bool_arr = []\n",
    "            for segment in (segments + number + (start_x[i], start_y[i])):\n",
    "                area = warped[i][(segment[0] - delta):(segment[0] + delta), (segment[1] - delta):(segment[1] + delta)]\n",
    "                bool_arr.append(np.mean(area) > min_val)\n",
    "\n",
    "            try:\n",
    "                v_nums[i].append(tuple2int[tuple(bool_arr)])\n",
    "            except KeyError:\n",
    "                buf = warped[i]\n",
    "                print(f\"Error: {i}\")\n",
    "                break\n",
    "        \n",
    "    if len(v_nums[0]) + len(v_nums[1]) == 8:\n",
    "        U = float(\"\".join(list(map(str, v_nums[0]))))/100\n",
    "        I = float(\"\".join(list(map(str, v_nums[1]))))/10\n",
    "        if prev != (U, I):\n",
    "            prev = (U, I)\n",
    "            with open(\"data6v.csv\", \"a\") as f:\n",
    "                f.write(f\"{U}, {I}\\n\")\n",
    "        \n",
    "cap.release()\n",
    "cv.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "496a2ecf-5a9e-45a2-a815-cfaa72e31fa2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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