detect_coins.ipynb

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   "id": "b3504e05",
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     "name": "stdout",
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     "text": [
      "Currently installed OpenCV version:  4.7.0\n",
      "Code tested on OpenCV version 4.7.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import os # For manipulating local directories to read and write image files.\n",
    "import cv2 as cv # OpenCV library\n",
    "import numpy as np\n",
    "from rich.progress import track # For displaying progressbar while images are being processed\n",
    "\n",
    "print('Currently installed OpenCV version: ', cv.__version__)\n",
    "print('Code tested on OpenCV version 4.7.0\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "324cc78b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def crop_coin():\n",
    "    input_path = 'data/Images/original2/'\n",
    "    output_path = 'data/Images/cropped/'\n",
    "    \n",
    "    # Get the no. of files in the input path\n",
    "    _, _, files = next(os.walk(input_path))\n",
    "    file_count = len(files)\n",
    "    \n",
    "    processing_count = 1 # Counter for no. of files being processed\n",
    "    \n",
    "    # Process\n",
    "    for filename in track(os.listdir(input_path), description='Processing'):\n",
    "        \n",
    "        # Print the index of the file currently in process\n",
    "        print('Processing Image ', processing_count, ' of ', file_count)\n",
    "        \n",
    "        processing_count += 1\n",
    "        \n",
    "        # Get the full filename of the input image\n",
    "        file_path = os.path.join(input_path, filename)\n",
    "        \n",
    "        print('File: ', filename)\n",
    "        \n",
    "        # Read the file into an image array\n",
    "        img = cv.imread(file_path)\n",
    "        assert img is not None, \"file could not be read, check with os.path.exists()\"\n",
    "        \n",
    "        # Apply Gaussian blur to smooth out any irregularities in the image\n",
    "        blurred_img = cv.GaussianBlur(img, (5, 5), 0)\n",
    "        \n",
    "        # Convert the blurred image to grayscale\n",
    "        gray_img = cv.cvtColor(blurred_img, cv.COLOR_BGR2GRAY)\n",
    "        \n",
    "        # Apply threshold to the grayscale image to obtain a binary image\n",
    "        _, binary_img = cv.threshold(gray_img, 0, 255, cv.THRESH_BINARY+cv.THRESH_OTSU)\n",
    "        \n",
    "        # Perform morphological operations to clean up the binary image\n",
    "        kernel = np.ones((5,5), np.uint8)\n",
    "        binary_img = cv.morphologyEx(binary_img, cv.MORPH_CLOSE, kernel)\n",
    "        \n",
    "        # Find contours in the binary image\n",
    "        contours, _ = cv.findContours(binary_img, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)\n",
    "        \n",
    "        # Get the contour with the largest area\n",
    "        largest_contour = max(contours, key=cv.contourArea)\n",
    "        \n",
    "        # Fit a circle to the obtained contour. Used for locating the coin in the image.\n",
    "        center, radius = cv.minEnclosingCircle(largest_contour)\n",
    "        \n",
    "        # Convert the center and radius to integer values\n",
    "        center = tuple(map(int, center))\n",
    "        radius = int(radius)\n",
    "        \n",
    "        # Calculate the coordinates of the bounding box around the coin\n",
    "        x, y = center[0] - radius, center[1] - radius\n",
    "        w, h = 2*radius, 2*radius\n",
    "        \n",
    "        # Create a black image with the same size as the input image.\n",
    "        # This for replacing the image background with black color.\n",
    "        mask = np.zeros_like(img)\n",
    "        \n",
    "        # Draw a white filled circle on the black image using the circle coordinates\n",
    "        cv.circle(mask, center, radius, (255, 255, 255), -1)\n",
    "        \n",
    "        # Set the pixels outside the circle to black\n",
    "        masked_img = cv.bitwise_and(img, mask)\n",
    "        \n",
    "        # Crop the input image using the bounding box coordinates to obtain the region of interest.\n",
    "        cropped_img = masked_img[y:y+h, x:x+w]\n",
    "        \n",
    "        # Convert image to grayscale if the cropped image array is not empty.\n",
    "        if cropped_img.size != 0:\n",
    "            gray_img = cv.cvtColor(cropped_img, 6)\n",
    "        else:\n",
    "            print('\\033[31mEmpty image array was produced!\\033[0m') # Printing in red forecolor\n",
    "        \n",
    "        # Resize the grayscale image to a square size.\n",
    "        resized_img = cv.resize(gray_img, (256,256))\n",
    "        \n",
    "        # Save the grayscale image to a local directory\n",
    "        output_file_path = os.path.join(output_path, filename)\n",
    "        cv.imwrite(output_file_path, resized_img)\n",
    "        print('Done', '\\n')"
   ]
  },
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      "text/plain": [
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      "text/plain": [
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       "</pre>\n"
      ],
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      "text/plain": [
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       "</pre>\n"
      ],
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      ],
      "text/plain": [
       "Done \n"
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       "</pre>\n"
      ],
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      ],
      "text/plain": [
       "Done \n"
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       "</pre>\n"
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       "</pre>\n"
      ],
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      ],
      "text/plain": [
       "Done \n"
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       "</pre>\n"
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       "</pre>\n"
      ],
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       "</pre>\n"
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       "</pre>\n"
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       "</pre>\n"
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      ],
      "text/plain": [
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       "</pre>\n"
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       "</pre>\n"
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