Darth_Vader_Annotate_Images.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Darth Vader - Annotate Images.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "mount_file_id": "1VQb5V4BXvWuZ7-c9KMMy0dKVj1txKb5s",
      "authorship_tag": "ABX9TyNgj/Xsh6q86anJG2zZLUhK",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/thecognifly/AIYVisionKit_Utils/blob/master/Darth_Vader_Annotate_Images.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Jzjffa7LZpXE"
      },
      "source": [
        "[After converting the videos captured using the RPI](https://github.com/thecognifly/AIYVisionKit_Utils/blob/master/Darth_Vader_Convert_RPI_Videos_2_PNG_images.ipynb), I will annotate the images using [colab_utils](https://github.com/ricardodeazambuja/colab_utils) label_image."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v2leEEeTY9HA",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7ef095b7-e4d4-44cf-e2dd-7a34182cdec6"
      },
      "source": [
        "!pip install git+git://github.com/ricardodeazambuja/colab_utils.git --upgrade"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting git+git://github.com/ricardodeazambuja/colab_utils.git\n",
            "  Cloning git://github.com/ricardodeazambuja/colab_utils.git to /tmp/pip-req-build-eylq68vm\n",
            "  Running command git clone -q git://github.com/ricardodeazambuja/colab_utils.git /tmp/pip-req-build-eylq68vm\n",
            "Collecting ffmpeg-python\n",
            "  Downloading https://files.pythonhosted.org/packages/d7/0c/56be52741f75bad4dc6555991fabd2e07b432d333da82c11ad701123888a/ffmpeg_python-0.2.0-py3-none-any.whl\n",
            "Requirement already satisfied, skipping upgrade: scipy in /usr/local/lib/python3.6/dist-packages (from colab-utils==0.2) (1.4.1)\n",
            "Requirement already satisfied, skipping upgrade: pillow in /usr/local/lib/python3.6/dist-packages (from colab-utils==0.2) (7.0.0)\n",
            "Requirement already satisfied, skipping upgrade: numpy in /usr/local/lib/python3.6/dist-packages (from colab-utils==0.2) (1.19.4)\n",
            "Requirement already satisfied, skipping upgrade: future in /usr/local/lib/python3.6/dist-packages (from ffmpeg-python->colab-utils==0.2) (0.16.0)\n",
            "Building wheels for collected packages: colab-utils\n",
            "  Building wheel for colab-utils (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for colab-utils: filename=colab_utils-0.2-cp36-none-any.whl size=19461 sha256=f0571999ab304acb50b8f8026aa7d67054f80ecb4578826da62d78b6d6502cd7\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-lnj1_qyj/wheels/21/75/32/38aeb76b2424385f43eae9fd28c98e084308f4f6d9cb0a4f97\n",
            "Successfully built colab-utils\n",
            "Installing collected packages: ffmpeg-python, colab-utils\n",
            "Successfully installed colab-utils-0.2 ffmpeg-python-0.2.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sjFuM3O1Ztyd"
      },
      "source": [
        "from colab_utils import labelImage, imshow, showAnnotations"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BWfhDNpFg9Di"
      },
      "source": [
        "To make life easier, I saved all the photos directly to my google drive. It's very easy to mount it inside colab:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XdcxRHT_Z8oN",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "1c163b91-1f51-4201-e6f9-1b5d4ac11565"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RcwKbLbHhHo9"
      },
      "source": [
        "The dataset is in my drive's root dir under \"Datasets/DarthVader\" and this is how we access from colab:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GprvpxvPaGSw",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "39c30767-3430-4f5c-c31f-ee543aa39731"
      },
      "source": [
        "cd \"/content/drive/My Drive/Datasets/DarthVader\""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/drive/My Drive/Datasets/DarthVader\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fInkU4IMaLgW",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 425
        },
        "outputId": "a2f66460-04b8-4614-e5ae-331cd5111ca6"
      },
      "source": [
        "ls *.png"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "darthvader100.png  darthvader29.png  darthvader52.png  darthvader76.png\n",
            "darthvader101.png  darthvader2.png   darthvader53.png  darthvader78.png\n",
            "darthvader103.png  darthvader30.png  darthvader54.png  darthvader79.png\n",
            "darthvader104.png  darthvader31.png  darthvader56.png  darthvader7.png\n",
            "darthvader105.png  darthvader32.png  darthvader57.png  darthvader80.png\n",
            "darthvader106.png  darthvader34.png  darthvader58.png  darthvader81.png\n",
            "darthvader10.png   darthvader35.png  darthvader59.png  darthvader83.png\n",
            "darthvader12.png   darthvader36.png  darthvader5.png   darthvader84.png\n",
            "darthvader13.png   darthvader37.png  darthvader60.png  darthvader85.png\n",
            "darthvader14.png   darthvader38.png  darthvader61.png  darthvader86.png\n",
            "darthvader15.png   darthvader39.png  darthvader62.png  darthvader88.png\n",
            "darthvader16.png   darthvader3.png   darthvader63.png  darthvader89.png\n",
            "darthvader17.png   darthvader40.png  darthvader64.png  darthvader8.png\n",
            "darthvader18.png   darthvader41.png  darthvader65.png  darthvader90.png\n",
            "darthvader19.png   darthvader42.png  darthvader67.png  darthvader91.png\n",
            "darthvader1.png    darthvader43.png  darthvader68.png  darthvader93.png\n",
            "darthvader20.png   darthvader45.png  darthvader69.png  darthvader94.png\n",
            "darthvader21.png   darthvader46.png  darthvader6.png   darthvader95.png\n",
            "darthvader23.png   darthvader47.png  darthvader70.png  darthvader96.png\n",
            "darthvader24.png   darthvader48.png  darthvader71.png  darthvader98.png\n",
            "darthvader25.png   darthvader49.png  darthvader72.png  darthvader99.png\n",
            "darthvader26.png   darthvader4.png   darthvader73.png  darthvader9.png\n",
            "darthvader27.png   darthvader50.png  darthvader74.png\n",
            "darthvader28.png   darthvader51.png  darthvader75.png\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pTWOfJ5iaUQc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 221
        },
        "outputId": "1b1f3c1e-9cd8-48ee-9bcb-899ea6f72748"
      },
      "source": [
        "img_list = !ls *.png| sort -V # ls -1v does the same job as sort, but it may not work on macs...\n",
        "img_list[:12] # to show the first 13 filenames"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['darthvader1.png',\n",
              " 'darthvader2.png',\n",
              " 'darthvader3.png',\n",
              " 'darthvader4.png',\n",
              " 'darthvader5.png',\n",
              " 'darthvader6.png',\n",
              " 'darthvader7.png',\n",
              " 'darthvader8.png',\n",
              " 'darthvader9.png',\n",
              " 'darthvader10.png',\n",
              " 'darthvader12.png',\n",
              " 'darthvader13.png']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "j-Lf8ISoh5t3"
      },
      "source": [
        "[In this notebook](https://github.com/ricardodeazambuja/colab_utils/blob/master/Testing_colab_utils.ipynb) you can see examples of how to use the stuff from colab_utils. If you are not sure, just type in an empty cell the name of the function / method and ? like this:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "anjzxNtciKkM"
      },
      "source": [
        "labelImage?"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dDcklw8xajow",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "e3581096-e73f-4b4f-962d-31587618c5e9"
      },
      "source": [
        "annotations = {}\n",
        "for img in img_list:\n",
        "  tmp = labelImage(img, deleteAfter=True, scale=2)\n",
        "  tmp[0][-1] = 'darthvader' # My example has only one Darth Vader per image,\n",
        "                            # so I don't need to type the class while annotating...\n",
        "  annotations[img] = tmp"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"main_div\" style=\"padding:0; margin:0; border:0; height:562px; width:512px;\">\n",
              "  <div id=\"image_div\" style=\"padding:0; margin:0; border:0; height:512px; width:512px; position:absolute; top:0px; left:0px;\">\n",
              "  <img id=\"inputImage\" src=\"data:image/png;base64,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\" style=\"padding:0; margin:0; border:0; position:absolute; top:0px; left:0px;\" height=512px; width=512px;/>\n",
              "  </div>\n",
              "  <div id=\"interface_div\" style=\"padding:0; margin:0; border:0; position:absolute; top:512px; left:0px;\"></div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "    async function label_image(scale) {\n",
              "      const image  = document.getElementById(\"inputImage\");\n",
              "      const w = image.width;\n",
              "      const h = image.height;\n",
              "\n",
              "      const image_div = document.getElementById(\"image_div\");\n",
              "\n",
              "      const ok_btn = document.createElement('button');\n",
              "      ok_btn.textContent = 'Finish';\n",
              "      const add_btn = document.createElement('button');\n",
              "      add_btn.textContent = 'Add';\n",
              "      const clr_btn = document.createElement('button');\n",
              "      clr_btn.textContent = 'Clear';\n",
              "      const textbox = document.createElement('input');\n",
              "      textbox.textContent = \"text\";\n",
              "\n",
              "      const canvas = document.createElement('canvas');\n",
              "      canvas.width = w;\n",
              "      canvas.height = h;\n",
              "\n",
              "      var ctx = canvas.getContext('2d');\n",
              "      canvas.style.position = 'absolute';\n",
              "      canvas.style.left = '0px';\n",
              "      canvas.style.top = '0px';\n",
              "      canvas.style.z_index = 1000;\n",
              "      canvas.style.border = 0;\n",
              "      canvas.style.padding = 0;\n",
              "      canvas.style.margin = 0;\n",
              "\n",
              "      //ctx.fillStyle = \"blue\";\n",
              "      //ctx.fillRect(0, 0, canvas.width, canvas.height);\n",
              "\n",
              "      image_div.appendChild(canvas);\n",
              "\n",
              "      const interface_div = document.getElementById(\"interface_div\");\n",
              "      interface_div.appendChild(textbox);\n",
              "      interface_div.appendChild(add_btn);\n",
              "      interface_div.appendChild(ok_btn);\n",
              "      interface_div.appendChild(clr_btn);\n",
              "\n",
              "      textbox.width = 100;\n",
              "\n",
              "      var x1,x2,y1,y2;\n",
              "\n",
              "      var clickNumber = 0;\n",
              "\n",
              "      var boxes = new Array();\n",
              "\n",
              "      var try_again = true;\n",
              "      \n",
              "      while (try_again){\n",
              "      await new Promise((resolve) => {\n",
              "        canvas.onclick = () => {\n",
              "            console.log(\"X:\"+event.clientX+\" Y:\"+event.clientY); \n",
              "            if(clickNumber==0){\n",
              "                            x1 = event.clientX;\n",
              "                            y1 = event.clientY;\n",
              "                            clickNumber = 1;\n",
              "            }else if(clickNumber==1){\n",
              "                            x2 = event.clientX;\n",
              "                            y2 = event.clientY;\n",
              "                            ctx.lineWidth = 5;\n",
              "                            ctx.strokeStyle = 'green';\n",
              "                            ctx.strokeRect(x1, y1, x2-x1, y2-y1);\n",
              "                            clickNumber = 2;\n",
              "            }\n",
              "            resolve();\n",
              "            };\n",
              "        ok_btn.onclick = () => {try_again=false; \n",
              "                                boxes.push([[x1/w, y1/h, (x2-x1)/w, (y2-y1)/h],textbox.value]);\n",
              "                                if(\"True\" == \"True\"){\n",
              "                                  tmp_div = document.getElementById(\"main_div\");\n",
              "                                  tmp_div.remove();\n",
              "                                }\n",
              "                                resolve();\n",
              "                                };\n",
              "        add_btn.onclick = () => {\n",
              "                                if (clickNumber==2){\n",
              "                                boxes.push([[x1/w, y1/h, (x2-x1)/w, (y2-y1)/h],textbox.value]);\n",
              "                                clickNumber = 0;\n",
              "                                }\n",
              "                                resolve();\n",
              "                                };\n",
              "        clr_btn.onclick = () => { \n",
              "                                 ctx.clearRect(0, 0, canvas.width, canvas.height); \n",
              "                                 boxes = new Array();\n",
              "                                 clickNumber = 0;\n",
              "                                 resolve();\n",
              "                                 };\n",
              "        });\n",
              "      \n",
              "      }\n",
              "      \n",
              "      return boxes;\n",
              "    }\n",
              "    "
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DYM4GdONfm-T",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 187
        },
        "outputId": "1a129631-861f-4d75-e0cd-2a65b2025980"
      },
      "source": [
        "[annotations[k] for k in list(annotations.keys())[:10]]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[[[[0.46484375, 0.57421875, 0.49609375, 0.322265625], 'darthvader']],\n",
              " [[[0.419921875, 0.599609375, 0.517578125, 0.328125], 'darthvader']],\n",
              " [[[0.478515625, 0.71875, 0.517578125, 0.279296875], 'darthvader']],\n",
              " [[[0.416015625, 0.5234375, 0.5625, 0.4609375], 'darthvader']],\n",
              " [[[0.244140625, 0.33984375, 0.71875, 0.65625], 'darthvader']],\n",
              " [[[0.263671875, 0.57421875, 0.509765625, 0.416015625], 'darthvader']],\n",
              " [[[0.220703125, 0.283203125, 0.541015625, 0.69140625], 'darthvader']],\n",
              " [[[0.341796875, 0.27734375, 0.55859375, 0.697265625], 'darthvader']],\n",
              " [[[0.46484375, 0.310546875, 0.46875, 0.630859375], 'darthvader']],\n",
              " [[[0.263671875, 0.4453125, 0.357421875, 0.501953125], 'darthvader']]]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 68
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UfndJEj8ipB_"
      },
      "source": [
        "The cell below will save the annotations in a JSON file (that's why it's commented):"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "moYuZBOPySVD"
      },
      "source": [
        "# filename = \"/content/drive/My Drive/Datasets/DarthVader/annotations.json\"\n",
        "# with open(filename, 'w') as f:\n",
        "#   json.dump(annotations, f)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GEeluE8fiw03"
      },
      "source": [
        "A JSON file is a text file, very easy to ready. Have a look what is inside the file you saved above:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kF1ZQ98vyEmC",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "4ed2e9c1-9023-44f2-cb13-261dc8842662"
      },
      "source": [
        "cat \"/content/drive/My Drive/Datasets/DarthVader/annotations.json\""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{\"darthvader1.png\": [[[0.46484375, 0.57421875, 0.49609375, 0.322265625], \"darthvader\"]], \"darthvader2.png\": [[[0.419921875, 0.599609375, 0.517578125, 0.328125], \"darthvader\"]], \"darthvader3.png\": [[[0.478515625, 0.71875, 0.517578125, 0.279296875], \"darthvader\"]], \"darthvader4.png\": [[[0.416015625, 0.5234375, 0.5625, 0.4609375], \"darthvader\"]], \"darthvader5.png\": [[[0.244140625, 0.33984375, 0.71875, 0.65625], \"darthvader\"]], \"darthvader6.png\": [[[0.263671875, 0.57421875, 0.509765625, 0.416015625], \"darthvader\"]], \"darthvader7.png\": [[[0.220703125, 0.283203125, 0.541015625, 0.69140625], \"darthvader\"]], \"darthvader8.png\": [[[0.341796875, 0.27734375, 0.55859375, 0.697265625], \"darthvader\"]], \"darthvader9.png\": [[[0.46484375, 0.310546875, 0.46875, 0.630859375], \"darthvader\"]], \"darthvader10.png\": [[[0.263671875, 0.4453125, 0.357421875, 0.501953125], \"darthvader\"]], \"darthvader12.png\": [[[0.2578125, 0.451171875, 0.404296875, 0.5078125], \"darthvader\"]], \"darthvader13.png\": [[[0.306640625, 0.42578125, 0.427734375, 0.529296875], \"darthvader\"]], \"darthvader14.png\": [[[0.302734375, 0.353515625, 0.396484375, 0.5703125], \"darthvader\"]], \"darthvader15.png\": [[[0.40625, 0.228515625, 0.29296875, 0.490234375], \"darthvader\"]], \"darthvader16.png\": [[[0.384765625, 0.171875, 0.291015625, 0.40625], \"darthvader\"]], \"darthvader17.png\": [[[0.26953125, 0.232421875, 0.326171875, 0.447265625], \"darthvader\"]], \"darthvader18.png\": [[[0.4140625, 0.236328125, 0.271484375, 0.4453125], \"darthvader\"]], \"darthvader19.png\": [[[0.328125, 0.337890625, 0.337890625, 0.568359375], \"darthvader\"]], \"darthvader20.png\": [[[0.248046875, 0.21875, 0.294921875, 0.59375], \"darthvader\"]], \"darthvader21.png\": [[[0.486328125, 0.337890625, 0.328125, 0.498046875], \"darthvader\"]], \"darthvader23.png\": [[[0.34375, 0.376953125, 0.2421875, 0.4921875], \"darthvader\"]], \"darthvader24.png\": [[[0.23046875, 0.412109375, 0.283203125, 0.48046875], \"darthvader\"]], \"darthvader25.png\": [[[0.216796875, 0.4296875, 0.283203125, 0.498046875], \"darthvader\"]], \"darthvader26.png\": [[[0.244140625, 0.416015625, 0.287109375, 0.478515625], \"darthvader\"]], \"darthvader27.png\": [[[0.20703125, 0.443359375, 0.275390625, 0.5078125], \"darthvader\"]], \"darthvader28.png\": [[[0.349609375, 0.310546875, 0.287109375, 0.490234375], \"darthvader\"]], \"darthvader29.png\": [[[0.45703125, 0.287109375, 0.2421875, 0.513671875], \"darthvader\"]], \"darthvader30.png\": [[[0.42578125, 0.310546875, 0.248046875, 0.482421875], \"darthvader\"]], \"darthvader31.png\": [[[0.564453125, 0.373046875, 0.244140625, 0.474609375], \"darthvader\"]], \"darthvader32.png\": [[[0.41796875, 0.44140625, 0.2421875, 0.431640625], \"darthvader\"]], \"darthvader34.png\": [[[0.375, 0.650390625, 0.251953125, 0.34765625], \"darthvader\"]], \"darthvader35.png\": [[[0.326171875, 0.6015625, 0.28125, 0.39453125], \"darthvader\"]], \"darthvader36.png\": [[[0.1875, 0.49609375, 0.30078125, 0.40625], \"darthvader\"]], \"darthvader37.png\": [[[0.216796875, 0.462890625, 0.396484375, 0.53125], \"darthvader\"]], \"darthvader38.png\": [[[0.15234375, 0.373046875, 0.521484375, 0.625], \"darthvader\"]], \"darthvader39.png\": [[[0.208984375, 0.560546875, 0.31640625, 0.427734375], \"darthvader\"]], \"darthvader40.png\": [[[0.296875, 0.630859375, 0.267578125, 0.35546875], \"darthvader\"]], \"darthvader41.png\": [[[0.125, 0.6171875, 0.3046875, 0.373046875], \"darthvader\"]], \"darthvader42.png\": [[[0.001953125, 0.560546875, 0.2890625, 0.4296875], \"darthvader\"]], \"darthvader43.png\": [[[0.052734375, 0.53125, 0.283203125, 0.455078125], \"darthvader\"]], \"darthvader45.png\": [[[0.3828125, 0.564453125, 0.427734375, 0.427734375], \"darthvader\"]], \"darthvader46.png\": [[[0.357421875, 0.544921875, 0.439453125, 0.447265625], \"darthvader\"]], \"darthvader47.png\": [[[0.216796875, 0.439453125, 0.654296875, 0.552734375], \"darthvader\"]], \"darthvader48.png\": [[[0.119140625, 0.357421875, 0.751953125, 0.634765625], \"darthvader\"]], \"darthvader49.png\": [[[0.287109375, 0.345703125, 0.337890625, 0.51953125], \"darthvader\"]], \"darthvader50.png\": [[[0.388671875, 0.392578125, 0.35546875, 0.537109375], \"darthvader\"]], \"darthvader51.png\": [[[0.31640625, 0.380859375, 0.412109375, 0.55078125], \"darthvader\"]], \"darthvader52.png\": [[[0.384765625, 0.58203125, 0.455078125, 0.412109375], \"darthvader\"]], \"darthvader53.png\": [[[0.337890625, 0.71484375, 0.490234375, 0.283203125], \"darthvader\"]], \"darthvader54.png\": [[[0.173828125, 0.55859375, 0.46875, 0.435546875], \"darthvader\"]], \"darthvader56.png\": [[[0.298828125, 0.501953125, 0.447265625, 0.484375], \"darthvader\"]], \"darthvader57.png\": [[[0.318359375, 0.544921875, 0.45703125, 0.443359375], \"darthvader\"]], \"darthvader58.png\": [[[0.283203125, 0.560546875, 0.4765625, 0.423828125], \"darthvader\"]], \"darthvader59.png\": [[[0.2578125, 0.53515625, 0.494140625, 0.455078125], \"darthvader\"]], \"darthvader60.png\": [[[0.193359375, 0.490234375, 0.5859375, 0.50390625], \"darthvader\"]], \"darthvader61.png\": [[[0.26953125, 0.666015625, 0.4375, 0.328125], \"darthvader\"]], \"darthvader62.png\": [[[0.25, 0.44921875, 0.498046875, 0.544921875], \"darthvader\"]], \"darthvader63.png\": [[[0.2890625, 0.4296875, 0.40234375, 0.55078125], \"darthvader\"]], \"darthvader64.png\": [[[0.287109375, 0.453125, 0.345703125, 0.48828125], \"darthvader\"]], \"darthvader65.png\": [[[0.34765625, 0.44921875, 0.341796875, 0.462890625], \"darthvader\"]], \"darthvader67.png\": [[[0.205078125, 0.630859375, 0.41015625, 0.365234375], \"darthvader\"]], \"darthvader68.png\": [[[0.205078125, 0.62890625, 0.416015625, 0.361328125], \"darthvader\"]], \"darthvader69.png\": [[[0.19921875, 0.5390625, 0.455078125, 0.4453125], \"darthvader\"]], \"darthvader70.png\": [[[0.203125, 0.505859375, 0.494140625, 0.478515625], \"darthvader\"]], \"darthvader71.png\": [[[0.19921875, 0.478515625, 0.544921875, 0.51171875], \"darthvader\"]], \"darthvader72.png\": [[[0.3046875, 0.587890625, 0.40625, 0.404296875], \"darthvader\"]], \"darthvader73.png\": [[[0.216796875, 0.51171875, 0.474609375, 0.48046875], \"darthvader\"]], \"darthvader74.png\": [[[0.21875, 0.470703125, 0.470703125, 0.515625], \"darthvader\"]], \"darthvader75.png\": [[[0.2109375, 0.412109375, 0.515625, 0.58203125], \"darthvader\"]], \"darthvader76.png\": [[[0.255859375, 0.36328125, 0.515625, 0.62109375], \"darthvader\"]], \"darthvader78.png\": [[[0.177734375, 0.1875, 0.51171875, 0.79296875], \"darthvader\"]], \"darthvader79.png\": [[[0.197265625, 0.2578125, 0.501953125, 0.724609375], \"darthvader\"]], \"darthvader80.png\": [[[0.421875, 0.244140625, 0.4453125, 0.677734375], \"darthvader\"]], \"darthvader81.png\": [[[0.279296875, 0.291015625, 0.41015625, 0.619140625], \"darthvader\"]], \"darthvader83.png\": [[[0.349609375, 0.494140625, 0.33203125, 0.490234375], \"darthvader\"]], \"darthvader84.png\": [[[0.369140625, 0.373046875, 0.400390625, 0.587890625], \"darthvader\"]], \"darthvader85.png\": [[[0.384765625, 0.365234375, 0.40625, 0.587890625], \"darthvader\"]], \"darthvader86.png\": [[[0.455078125, 0.4453125, 0.427734375, 0.544921875], \"darthvader\"]], \"darthvader88.png\": [[[0.154296875, 0.439453125, 0.55078125, 0.548828125], \"darthvader\"]], \"darthvader89.png\": [[[0.271484375, 0.3515625, 0.576171875, 0.64453125], \"darthvader\"]], \"darthvader90.png\": [[[0.451171875, 0.359375, 0.48828125, 0.634765625], \"darthvader\"]], \"darthvader91.png\": [[[0.4296875, 0.365234375, 0.423828125, 0.607421875], \"darthvader\"]], \"darthvader93.png\": [[[0.220703125, 0.3984375, 0.50390625, 0.591796875], \"darthvader\"]], \"darthvader94.png\": [[[0.333984375, 0.455078125, 0.361328125, 0.537109375], \"darthvader\"]], \"darthvader95.png\": [[[0.3671875, 0.435546875, 0.40234375, 0.560546875], \"darthvader\"]], \"darthvader96.png\": [[[0.166015625, 0.427734375, 0.439453125, 0.5625], \"darthvader\"]], \"darthvader98.png\": [[[0.064453125, 0.107421875, 0.611328125, 0.884765625], \"darthvader\"]], \"darthvader99.png\": [[[0.0859375, 0.232421875, 0.544921875, 0.751953125], \"darthvader\"]], \"darthvader100.png\": [[[0.240234375, 0.1953125, 0.609375, 0.791015625], \"darthvader\"]], \"darthvader101.png\": [[[0.349609375, 0.103515625, 0.61328125, 0.880859375], \"darthvader\"]], \"darthvader103.png\": [[[0.033203125, 0.001953125, 0.513671875, 0.728515625], \"darthvader\"]], \"darthvader104.png\": [[[0.328125, 0.08984375, 0.45703125, 0.767578125], \"darthvader\"]], \"darthvader105.png\": [[[0.177734375, 0.015625, 0.5, 0.798828125], \"darthvader\"]], \"darthvader106.png\": [[[0.001953125, 0.1015625, 0.45703125, 0.86328125], \"darthvader\"]]}"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sdoGF0Dfi_hS"
      },
      "source": [
        "Now, considering you restarted the notebook for some reason and just want to read the json file saved earlier to test:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eVOyiSjszYta"
      },
      "source": [
        "import json\n",
        "\n",
        "filename = \"/content/drive/My Drive/Datasets/DarthVader/annotations.json\"\n",
        "with open(filename, 'r') as f:\n",
        "  read_annotations = json.load(f)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "N0n6Ztonzv8q",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 187
        },
        "outputId": "903ec129-a95d-4008-deb2-8115257c7dac"
      },
      "source": [
        "[read_annotations[k] for k in list(read_annotations.keys())[:10]]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[[[[0.46484375, 0.57421875, 0.49609375, 0.322265625], 'darthvader']],\n",
              " [[[0.419921875, 0.599609375, 0.517578125, 0.328125], 'darthvader']],\n",
              " [[[0.478515625, 0.71875, 0.517578125, 0.279296875], 'darthvader']],\n",
              " [[[0.416015625, 0.5234375, 0.5625, 0.4609375], 'darthvader']],\n",
              " [[[0.244140625, 0.33984375, 0.71875, 0.65625], 'darthvader']],\n",
              " [[[0.263671875, 0.57421875, 0.509765625, 0.416015625], 'darthvader']],\n",
              " [[[0.220703125, 0.283203125, 0.541015625, 0.69140625], 'darthvader']],\n",
              " [[[0.341796875, 0.27734375, 0.55859375, 0.697265625], 'darthvader']],\n",
              " [[[0.46484375, 0.310546875, 0.46875, 0.630859375], 'darthvader']],\n",
              " [[[0.263671875, 0.4453125, 0.357421875, 0.501953125], 'darthvader']]]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cRJ0w1hXjKjo"
      },
      "source": [
        "Finally, colab_utils also has a way to visualize the annotations!"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6A98kVrn1iin",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 273
        },
        "outputId": "aa1417d5-a929-43fd-cb41-3dc8feca689a"
      },
      "source": [
        "i = 0\n",
        "\n",
        "filename = img_list[i]\n",
        "showAnnotations(filename,read_annotations[filename], color='red', line_width=3)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=256x256 at 0x7FDA20FE6F28>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 96
        }
      ]
    }
  ]
}