4-2-12-OV7675ImageViewer.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "4-2-12-OV7675ImageViewer.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YDshKYhglhy4"
      },
      "source": [
        "# OV7675 Image Viewer\r\n",
        "Takes the hexadecimal output of the Camera Test from the Serial Monitor and converts and displays it as an image."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NhEN6o3yEzmZ"
      },
      "source": [
        "# Import the needed libraries\n",
        "from matplotlib import pyplot as plt\n",
        "import numpy as np\n",
        "import struct"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jnNbHplklxrj"
      },
      "source": [
        "Update the following variable with the output of your Serial Monitor."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AAxpkiuXE3Ln"
      },
      "source": [
        "# Copy the output of the Serial Monitor to the variable below\n",
        "HEXADECIMAL_BYTES = [\n",
        "    0x905B, 0x905B, 0xB05B, 0xB05B, 0xB05B, 0xB05B, 0xB05B, 0xD05B, 0xD05B, 0xD05B, 0xD05B, 0xD05B, 0xD05B, 0xB063, 0xB05B, 0xB05B, 0xD05B, 0xD05B, 0xD05B, 0xD05B, 0xB05B, 0xD063, 0xB063, 0xB15B, 0xD163, 0xD063, 0xD063, 0xD163, 0xD163, 0xD163, 0xF163, 0xF163, 0xD163, 0xD163, 0xD163, 0xD163, 0xD16B, 0xF16B, 0xF16B, 0xF16B, 0xF16B, 0xF16B, 0xF16B, 0xF16B, 0xF16B, 0xF16B, 0xF16B, 0x126C, 0x1274, 0x1274, 0xF16B, 0x1274, 0x1274, 0x1274, 0x3274, 0x3274, 0x3274, 0x1274, 0x1274, 0x1274, 0x1274, 0x3274, 0x3274, 0x3374, 0x337C, 0x337C, 0x537C, 0x537C, 0x537C, 0x327C, 0x527C, 0x537C, 0x537C, 0x537C, 0x537C, 0x537C, 0x537C, 0x537C, 0x737C, 0x737C, 0x537C, 0x737C, 0x737C, 0x537C, 0x537C, 0x737C, 0x737C, 0x737C, 0x737C, 0x737C, 0x737C, 0x737C, 0x5384, 0x5384, 0x7384, 0x5384, 0x7384, 0x5384, 0x7384, 0x7384, 0x7384, 0x7384, 0x7484, 0x7484, 0x9484, 0x9484, 0x9484, 0x9484, 0x748C, 0x748C, 0x748C, 0x948C, 0x948C, 0x948C, 0x948C, 0xB48C, 0x948C, 0x948C, 0x948C, 0xB48C, 0xB48C, 0xB48C, 0xB48C, 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0xD173, 0xD173, 0xD173, 0xD173, 0xD173, 0xD17B, 0xD17B, 0xD17B, 0xD17B, 0xF17B, 0xF17B, 0xF17B, 0xF17B, 0xF17B, 0xF27B, 0xF27B, 0x117C, 0x117C, 0xF17B, 0xF27B, 0xF27B, 0xF17B, 0xF17B, 0x127C, 0x127C, 0xF283, 0x1284, 0xF283, 0x127C, 0x127C, 0x327C, 0x1284, 0x1284, 0x1284, 0x1284, 0x1284, 0x1284, 0xF283, 0xF283, 0x1284, 0x1284, 0x1284, 0x1284, 0x1284, 0x1284, 0x1284, 0x1284, 0x1284, 0x1284, 0x1284, 0x3284, 0x3284, 0x328C, 0x328C, 0x328C, 0x328C, 0x328C, 0x328C, 0x328C, 0x338C, 0x338C, 0x338C, 0x338C, 0x1384, 0x338C, 0x338C, 0x338C, 0x3384, 0x338C, 0x3384, 0x338C, 0x328C, 0x138C, 0x328C, 0x338C, 0x338C, 0x328C, 0x338C, 0x338C, 0x338C, 0x538C, 0x338C, 0x338C, 0x5394, 0x5394, 0x5394, 0x5394, 0x5394, 0x7394\n",
        "]"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IqkIQ1Xtl7yT"
      },
      "source": [
        "Then run the below to view the image."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "id": "WSozbpyAFs8a",
        "outputId": "8a161f8c-4478-4dc1-f5f4-0b727d90908e"
      },
      "source": [
        "# Reformat the bytes into an image\n",
        "raw_bytes = np.array(HEXADECIMAL_BYTES, dtype=\"i2\")\n",
        "image = np.zeros((len(raw_bytes),3), dtype=int)\n",
        "\n",
        "# Loop through all of the pixels and form the image\n",
        "for i in range(len(raw_bytes)):\n",
        "    #Read 16-bit pixel\n",
        "    pixel = struct.unpack('>h', raw_bytes[i])[0]\n",
        "\n",
        "    #Convert RGB565 to RGB 24-bit\n",
        "    r = ((pixel >> 11) & 0x1f) << 3;\n",
        "    g = ((pixel >> 5) & 0x3f) << 2;\n",
        "    b = ((pixel >> 0) & 0x1f) << 3;\n",
        "    image[i] = [r,g,b]\n",
        "\n",
        "image = np.reshape(image,(144, 176,3)) #QCIF resolution\n",
        "\n",
        "# Show the image\n",
        "plt.imshow(image)\n",
        "plt.show()"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}