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convert-rico-for-object-detection.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Convert RICO for Object Detection.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/dusskapark/ffb7cfbe0729131d8c5a654213cfa8f3/convert-rico-for-object-detection.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fxLlwMvtLk1j"
},
"source": [
"# Prepare Training Data\n",
"\n",
"[Rico](https://interactionmining.org/rico) is the largest open repository of mobile app designs to date, created to support five classes of data-driven applications: design search, UI layout generation, UI code generation, user interaction modeling, and user perception prediction. In this notebook, we will downloand and rearrange this dataset to fit for TensorFlow Object Detection training.\n",
"\n",
"We also recommend reading [my blog post on Medium](https://judepark-6960.medium.com/a-design-system-made-with-tensorflow-js-e8646733d6d3) or [this Colab notebook](https://colab.research.google.com/drive/1fjnVbDnHnGnILuvDTv7zAwUwIMntrC7p?usp=sharing) side by side.\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "QcHJuaurS_AO",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "60418b01-3e33-42ca-a285-3dd29df2328d"
},
"source": [
"#Downloading data from RICO dataset\n",
"!curl -L \"https://storage.googleapis.com/crowdstf-rico-uiuc-4540/rico_dataset_v0.1/unique_uis.tar.gz\" > jpg.tar.gz; tar -zxvf jpg.tar.gz; rm jpg.tar.gz\n",
"!curl -L \"https://storage.googleapis.com/crowdstf-rico-uiuc-4540/rico_dataset_v0.1/semantic_annotations.zip\" > json.zip; unzip json.zip; rm json.zip\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\u001b[1;30;43m스트리밍 출력 내용이 길어서 마지막 5000줄이 삭제되었습니다.\u001b[0m\n",
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]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ooeq9yQeMzse"
},
"source": [
"\n",
"\n",
"Download two compressed files from RICO. Each file contains pairs of images and JSON files. We save space by deleting all files except for the original image files and annotation files we need."
]
},
{
"cell_type": "code",
"metadata": {
"id": "dpqA6TDse4Yx",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "311be050-5aad-4c36-b9e5-5aa2657c8a8e"
},
"source": [
"# remove unused pairs\n",
"!find combined/. -name '*.json' -type f -delete\n",
"!find combined/. -name \"*.jpg\" | wc -l\n",
"!find semantic_annotations/. -name '*.png' -type f -delete\n",
"!find semantic_annotations/. -name \"*.json\" | wc -l"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"66261\n",
"66261\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-8y6pS6EIhy0"
},
"source": [
"# Manipulate RICO dataset\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "EDf9qrUT6bpx"
},
"source": [
"## Scale images \n",
"\n",
"Most of RICO's screenshots are high-resolution images at 1440 × 2560 pixels. If you use these directly, they will use a lot of resources with regards to the GPU and memory within Google Colab's training environment. \n",
"\n",
"So we'll reduce all images to 640px height JPG. Later, we're going to change the value inside annotation files too.\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "dQqxUqXd648m",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "a95c4643-95bd-4f23-84d5-4c0476197e61"
},
"source": [
" from PIL import Image\n",
" import os\n",
"\n",
" raw_path = '/content/combined/' # source image path\n",
" data_path = '/content/jpg/' # Resized image path\n",
"\n",
" # Start resize --------------------\n",
" ## If there is no data_path, create\n",
" if not os.path.exists(data_path):\n",
" os.mkdir(data_path)\n",
"\n",
" ## Specify a list of all images in the source image path\n",
" data_list = os.listdir(raw_path)\n",
" print(len(data_list))\n",
"\n",
" # Save all images after resizing\n",
" for name in data_list:\n",
" im = Image.open(raw_path + name)\n",
" im = im.resize((360, 640))\n",
" im.save(data_path + name)\n",
" print('end ::: ' + data_path + name)\n"
],
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\u001b[1;30;43m스트리밍 출력 내용이 길어서 마지막 5000줄이 삭제되었습니다.\u001b[0m\n",
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]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ew-gRzQ51eGy"
},
"source": [
"## Convert to XML\n",
"\n",
"We'll extract only the necessary information such as such as the bounding box, filename, and component name from the JSON files and convert them to `xml` format.\n",
"\n",
"During this conversion, I discovered some data had unexpected errors:\n",
"\n",
"- Bounding box (bndbox) is sometimes negative \n",
"- Component’s xmax or ymax value is sometimes greater than the overall width and height values of the screenshot\n",
"- xmin is sometimes greater than xmax or ymin is greater than ymax\n",
"- And so on…\n",
"\n",
"So, I skipped all of those kinda errored items. Please check the `isvalidbdnbox` function below:"
]
},
{
"cell_type": "code",
"metadata": {
"id": "OxCLb3cc8PNs",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "3d7d8cd2-f38c-4c8d-d660-5ab188a74637"
},
"source": [
"import os\n",
"import json\n",
"from xml.etree.ElementTree import Element, SubElement\n",
"\n",
"def beautify(elem, indent=0):\n",
" \"\"\"\n",
" xml 트리를 문자열로 변환합니다.\n",
" Converts the XML tree to a string.\n",
"\n",
" :param elem: xml element\n",
" :param indent: Indent Level to display in front\n",
" \"\"\"\n",
" result0 = f\"{' ' * indent}<{elem.tag}>\"\n",
" # 값이 있는 태그면 값을 바로 출력\n",
" # If there is a value in the tag, immediately print the value\n",
" if elem.text is not None:\n",
" result0 += elem.text + f\"</{elem.tag}>\\n\"\n",
" # 값이 없고 자식 노드가 있으면 재귀 호출로 출력합니다.\n",
" # If the tag has no value and has child nodes, call the recursive function.\n",
" else:\n",
" result0 += \"\\n\"\n",
" for _child in elem:\n",
" result0 += beautify(_child, indent + 1)\n",
" result0 += f\"{' ' * indent}</{elem.tag}>\\n\"\n",
" return result0\n",
"\n",
"def isvalidbdnbox(xmin,xmax,ymin,ymax):\n",
" \"\"\"\n",
" Validate the bnd box.\n",
" 다중 if를 추가해서 bnd 박스를 검증해야 합니다.\n",
" \"\"\"\n",
" # bounding box(bndbox)가 음수이면 안됩니다. \n",
" # bounding box(bndbox) cannot be negative.\n",
" if(xmin<0 or xmax<0 or ymin<0 or ymax<0):\n",
" print(\"bndbox cannot be negative.\")\n",
" return False\n",
" # bndbox의 xmax 값은 1440, ymax 값은 2560을 넘으면 안됩니다. \n",
" # The xmax value of bndbox cannot exceed 1440 and the ymax value cannot exceed 2560.\n",
" if(xmax>1440 or ymax>2560):\n",
" print(\"bndbox cannot exceed the screenshot\")\n",
" return False\n",
"\n",
" # xmin 값은 xmax 보다 클 수 없습니다. 또는 ymin 값은 ymax 보다 클 수 없습니다. \n",
" # xmin cannot be greater than xmax or ymin cannot be greater than ymax.\n",
" \n",
" if(xmin>xmax or ymin>ymax):\n",
" print(\"xmin>xmax or ymin>ymax\")\n",
" return False\n",
" \n",
" \n",
" return True\n",
"\n",
"def recursive(child, result_out):\n",
" \"\"\"\n",
" 원하는 역할을 하기 위해서 재귀호출을 할 수 있는 함수를 생성합니다.\n",
" Create a function that makes a recursive call.\n",
" \"\"\"\n",
" obj = Element(\"object\")\n",
"\n",
" # Set bounds\n",
" bounds = child['bounds']\n",
"\n",
" # Set name\n",
" SubElement(obj, \"name\").text = child['componentLabel']\n",
" # Set difficult\n",
" SubElement(obj, \"difficult\").text = '0'\n",
"\n",
" # Set bndbox \n",
" bndbox = SubElement(obj, \"bndbox\")\n",
" xmin=bounds[0]\n",
" ymin=bounds[1]\n",
" xmax=bounds[2]\n",
" ymax=bounds[3]\n",
" \n",
" if(isvalidbdnbox(xmin,xmax,ymin,ymax)):\n",
" SubElement(bndbox, \"xmin\").text = str(xmin/4)\n",
" SubElement(bndbox, \"ymin\").text = str(ymin/4)\n",
" SubElement(bndbox, \"xmax\").text = str(xmax/4)\n",
" SubElement(bndbox, \"ymax\").text = str(ymax/4)\n",
" result_out.append(beautify(obj))\n",
"\n",
" \n",
" # 생성한 object 태그를 문자열로 변환해서 추가합니다.\n",
" # Convert the created object tag to a string and add it.\n",
" if 'children' not in child:\n",
" return\n",
"\n",
" # 자식 노드가 있는 경우 자식 노드에 대해 재귀 호출을 수행합니다.\n",
" # If there is a child node, make a recursive call to the child node.\n",
" for ch in child.get('children', []):\n",
" recursive(ch, result_out)\n",
"\n",
"\n",
"def json2xml(infile, outfile):\n",
" \"\"\"\n",
" json2xml function\n",
" param infile :\n",
" ourfile :\n",
" \"\"\"\n",
" result_out = []\n",
" imgName = infile.replace(\"./semantic_annotations/\", \"\")\n",
" imgName = imgName.replace(\"json\", \"jpg\")\n",
"\n",
" # Read the file\n",
" with open(infile, \"r\", encoding=\"UTF-8\") as f:\n",
" data = json.load(f)\n",
"\n",
" children = data['children']\n",
"\n",
" # 자식 노드에 대해 재귀 호출을 수행합니다.\n",
" # Make a recursive call on child nodes.\n",
" for child in children:\n",
" recursive(child, result_out)\n",
"\n",
" # 그리고 해당 결과를 파일로 저장합니다.\n",
" # And save the result to the XML file.\n",
" with open(outfile, \"w\", encoding=\"UTF-8\") as f:\n",
" f.write(\"\".join(\"<annotation><folder />\"))\n",
" f.write(\"\".join(\"<filename>\" + imgName + \"</filename>\\n\"\n",
" \"<path>\" + imgName + \"</path>\\n\"+\n",
" \"<source><database>RICO</database></source><size><width>360</width><height>640</height><depth>3</depth></size><segmented>0</segmented>\"))\n",
" f.write(\"\".join(result_out))\n",
" f.write(\"\".join(\"</annotation>\"))\n",
"\n",
"\n",
"def search(mypath):\n",
" onlyfiles = [f for f in os.listdir(mypath)\n",
" if os.path.isfile(os.path.join(mypath, f))]\n",
" onlyfiles.sort() \n",
" return onlyfiles\n",
"\n",
"\n",
"def main():\n",
" \"\"\"\n",
" 메인 함수\n",
" The main function \n",
" \"\"\"\n",
" data_path = '/content/xml/'\n",
" if not os.path.exists(data_path):\n",
" os.mkdir(data_path)\n",
"\n",
"\n",
" files = os.listdir('/content/semantic_annotations')\n",
" # print(files)\n",
" for infile in files:\n",
" infile = f'./semantic_annotations/{infile}'\n",
" outfile = infile.replace(\"semantic_annotations\", \"xml\").replace(\"json\", \"xml\")\n",
" print(infile, outfile)\n",
" json2xml(infile, outfile)\n",
"\n",
"\n",
"if __name__ == \"__main__\":\n",
" main()"
],
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\u001b[1;30;43m스트리밍 출력 내용이 길어서 마지막 5000줄이 삭제되었습니다.\u001b[0m\n",
"./semantic_annotations/7525.json ./xml/7525.xml\n",
"./semantic_annotations/31071.json ./xml/31071.xml\n",
"./semantic_annotations/47659.json ./xml/47659.xml\n",
"./semantic_annotations/39941.json ./xml/39941.xml\n",
"./semantic_annotations/33013.json ./xml/33013.xml\n",
"./semantic_annotations/6264.json ./xml/6264.xml\n",
"./semantic_annotations/40858.json ./xml/40858.xml\n",
"./semantic_annotations/28301.json ./xml/28301.xml\n",
"./semantic_annotations/22019.json ./xml/22019.xml\n",
"./semantic_annotations/47506.json ./xml/47506.xml\n",
"./semantic_annotations/42903.json ./xml/42903.xml\n",
"./semantic_annotations/29793.json ./xml/29793.xml\n",
"./semantic_annotations/64215.json ./xml/64215.xml\n",
"./semantic_annotations/30332.json ./xml/30332.xml\n",
"./semantic_annotations/27170.json ./xml/27170.xml\n",
"./semantic_annotations/47640.json ./xml/47640.xml\n",
"./semantic_annotations/26460.json ./xml/26460.xml\n",
"./semantic_annotations/55887.json ./xml/55887.xml\n",
"./semantic_annotations/36624.json ./xml/36624.xml\n",
"./semantic_annotations/62198.json ./xml/62198.xml\n",
"./semantic_annotations/34136.json ./xml/34136.xml\n",
"./semantic_annotations/47795.json ./xml/47795.xml\n",
"./semantic_annotations/62379.json ./xml/62379.xml\n",
"./semantic_annotations/31181.json ./xml/31181.xml\n",
"./semantic_annotations/63356.json ./xml/63356.xml\n",
"./semantic_annotations/50750.json ./xml/50750.xml\n",
"./semantic_annotations/54414.json ./xml/54414.xml\n",
"./semantic_annotations/12243.json ./xml/12243.xml\n",
"./semantic_annotations/62693.json ./xml/62693.xml\n",
"./semantic_annotations/46986.json ./xml/46986.xml\n",
"./semantic_annotations/51896.json ./xml/51896.xml\n",
"./semantic_annotations/59551.json ./xml/59551.xml\n",
"./semantic_annotations/48354.json ./xml/48354.xml\n",
"./semantic_annotations/65154.json ./xml/65154.xml\n",
"./semantic_annotations/44861.json ./xml/44861.xml\n",
"./semantic_annotations/35909.json ./xml/35909.xml\n",
"./semantic_annotations/15934.json ./xml/15934.xml\n",
"xmin>xmax or ymin>ymax\n",
"xmin>xmax or ymin>ymax\n",
"./semantic_annotations/43137.json ./xml/43137.xml\n",
"./semantic_annotations/24788.json ./xml/24788.xml\n",
"./semantic_annotations/60940.json ./xml/60940.xml\n",
"./semantic_annotations/25016.json ./xml/25016.xml\n",
"./semantic_annotations/27606.json ./xml/27606.xml\n",
"./semantic_annotations/49792.json ./xml/49792.xml\n",
"./semantic_annotations/49557.json ./xml/49557.xml\n",
"./semantic_annotations/13600.json ./xml/13600.xml\n",
"./semantic_annotations/30828.json ./xml/30828.xml\n",
"./semantic_annotations/32474.json ./xml/32474.xml\n",
"./semantic_annotations/35804.json ./xml/35804.xml\n",
"./semantic_annotations/51408.json ./xml/51408.xml\n",
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"./semantic_annotations/85.json ./xml/85.xml\n",
"./semantic_annotations/52597.json ./xml/52597.xml\n",
"./semantic_annotations/39807.json ./xml/39807.xml\n",
"./semantic_annotations/43250.json ./xml/43250.xml\n",
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"./semantic_annotations/63923.json ./xml/63923.xml\n",
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"./semantic_annotations/41880.json ./xml/41880.xml\n",
"./semantic_annotations/67800.json ./xml/67800.xml\n",
"./semantic_annotations/14097.json ./xml/14097.xml\n",
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"./semantic_annotations/54764.json ./xml/54764.xml\n",
"./semantic_annotations/6051.json ./xml/6051.xml\n",
"./semantic_annotations/17152.json ./xml/17152.xml\n",
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"./semantic_annotations/31341.json ./xml/31341.xml\n",
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"xmin>xmax or ymin>ymax\n",
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"./semantic_annotations/59204.json ./xml/59204.xml\n",
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"./semantic_annotations/59248.json ./xml/59248.xml\n",
"./semantic_annotations/29866.json ./xml/29866.xml\n",
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"./semantic_annotations/40744.json ./xml/40744.xml\n",
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"./semantic_annotations/17965.json ./xml/17965.xml\n",
"./semantic_annotations/40545.json ./xml/40545.xml\n",
"./semantic_annotations/6431.json ./xml/6431.xml\n",
"./semantic_annotations/8224.json ./xml/8224.xml\n",
"xmin>xmax or ymin>ymax\n",
"xmin>xmax or ymin>ymax\n",
"xmin>xmax or ymin>ymax\n",
"xmin>xmax or ymin>ymax\n",
"xmin>xmax or ymin>ymax\n",
"./semantic_annotations/39584.json ./xml/39584.xml\n",
"./semantic_annotations/1798.json ./xml/1798.xml\n",
"./semantic_annotations/36953.json ./xml/36953.xml\n",
"./semantic_annotations/21396.json ./xml/21396.xml\n",
"./semantic_annotations/46881.json ./xml/46881.xml\n",
"./semantic_annotations/35540.json ./xml/35540.xml\n",
"./semantic_annotations/28161.json ./xml/28161.xml\n",
"./semantic_annotations/351.json ./xml/351.xml\n",
"./semantic_annotations/21228.json ./xml/21228.xml\n",
"./semantic_annotations/40285.json ./xml/40285.xml\n",
"./semantic_annotations/71765.json ./xml/71765.xml\n",
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"./semantic_annotations/70363.json ./xml/70363.xml\n",
"./semantic_annotations/50685.json ./xml/50685.xml\n",
"./semantic_annotations/61459.json ./xml/61459.xml\n",
"./semantic_annotations/55559.json ./xml/55559.xml\n",
"./semantic_annotations/60981.json ./xml/60981.xml\n",
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"./semantic_annotations/70955.json ./xml/70955.xml\n",
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"./semantic_annotations/45214.json ./xml/45214.xml\n",
"./semantic_annotations/6181.json ./xml/6181.xml\n",
"./semantic_annotations/728.json ./xml/728.xml\n",
"./semantic_annotations/16850.json ./xml/16850.xml\n",
"./semantic_annotations/60337.json ./xml/60337.xml\n",
"./semantic_annotations/43747.json ./xml/43747.xml\n",
"./semantic_annotations/2806.json ./xml/2806.xml\n",
"./semantic_annotations/23015.json ./xml/23015.xml\n",
"./semantic_annotations/49266.json ./xml/49266.xml\n",
"./semantic_annotations/58320.json ./xml/58320.xml\n",
"./semantic_annotations/41667.json ./xml/41667.xml\n",
"./semantic_annotations/22037.json ./xml/22037.xml\n",
"./semantic_annotations/1064.json ./xml/1064.xml\n",
"./semantic_annotations/56510.json ./xml/56510.xml\n",
"./semantic_annotations/67116.json ./xml/67116.xml\n",
"./semantic_annotations/18158.json ./xml/18158.xml\n",
"./semantic_annotations/52286.json ./xml/52286.xml\n",
"./semantic_annotations/53799.json ./xml/53799.xml\n",
"./semantic_annotations/2237.json ./xml/2237.xml\n",
"./semantic_annotations/15400.json ./xml/15400.xml\n",
"./semantic_annotations/6958.json ./xml/6958.xml\n",
"./semantic_annotations/3021.json ./xml/3021.xml\n",
"./semantic_annotations/70317.json ./xml/70317.xml\n",
"./semantic_annotations/56390.json ./xml/56390.xml\n",
"./semantic_annotations/64187.json ./xml/64187.xml\n",
"./semantic_annotations/15964.json ./xml/15964.xml\n",
"./semantic_annotations/68865.json ./xml/68865.xml\n",
"./semantic_annotations/64043.json ./xml/64043.xml\n",
"./semantic_annotations/1129.json ./xml/1129.xml\n",
"./semantic_annotations/17504.json ./xml/17504.xml\n",
"./semantic_annotations/38980.json ./xml/38980.xml\n",
"./semantic_annotations/3780.json ./xml/3780.xml\n",
"./semantic_annotations/53546.json ./xml/53546.xml\n",
"./semantic_annotations/26638.json ./xml/26638.xml\n",
"./semantic_annotations/17269.json ./xml/17269.xml\n",
"./semantic_annotations/24158.json ./xml/24158.xml\n",
"./semantic_annotations/1030.json ./xml/1030.xml\n",
"./semantic_annotations/61873.json ./xml/61873.xml\n",
"./semantic_annotations/26304.json ./xml/26304.xml\n",
"./semantic_annotations/51025.json ./xml/51025.xml\n",
"./semantic_annotations/26670.json ./xml/26670.xml\n",
"./semantic_annotations/45194.json ./xml/45194.xml\n",
"./semantic_annotations/51893.json ./xml/51893.xml\n",
"./semantic_annotations/33324.json ./xml/33324.xml\n",
"./semantic_annotations/50747.json ./xml/50747.xml\n",
"./semantic_annotations/32436.json ./xml/32436.xml\n",
"./semantic_annotations/68920.json ./xml/68920.xml\n",
"./semantic_annotations/37435.json ./xml/37435.xml\n",
"./semantic_annotations/4971.json ./xml/4971.xml\n",
"./semantic_annotations/33386.json ./xml/33386.xml\n",
"./semantic_annotations/32499.json ./xml/32499.xml\n",
"./semantic_annotations/56396.json ./xml/56396.xml\n",
"./semantic_annotations/19581.json ./xml/19581.xml\n",
"./semantic_annotations/31163.json ./xml/31163.xml\n",
"./semantic_annotations/28250.json ./xml/28250.xml\n",
"./semantic_annotations/21792.json ./xml/21792.xml\n",
"./semantic_annotations/15082.json ./xml/15082.xml\n",
"./semantic_annotations/31666.json ./xml/31666.xml\n",
"./semantic_annotations/57613.json ./xml/57613.xml\n",
"./semantic_annotations/11389.json ./xml/11389.xml\n",
"./semantic_annotations/465.json ./xml/465.xml\n",
"./semantic_annotations/39092.json ./xml/39092.xml\n",
"./semantic_annotations/34130.json ./xml/34130.xml\n",
"./semantic_annotations/23474.json ./xml/23474.xml\n",
"./semantic_annotations/50073.json ./xml/50073.xml\n",
"./semantic_annotations/57000.json ./xml/57000.xml\n",
"./semantic_annotations/7420.json ./xml/7420.xml\n",
"./semantic_annotations/61297.json ./xml/61297.xml\n",
"./semantic_annotations/22681.json ./xml/22681.xml\n",
"./semantic_annotations/24104.json ./xml/24104.xml\n",
"./semantic_annotations/41855.json ./xml/41855.xml\n",
"./semantic_annotations/67728.json ./xml/67728.xml\n",
"./semantic_annotations/3369.json ./xml/3369.xml\n",
"./semantic_annotations/25510.json ./xml/25510.xml\n",
"./semantic_annotations/15579.json ./xml/15579.xml\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"## Generate Label Map\n",
"\n",
"Next, we should generate the `label_map.pbtxt` based on XML files. \n"
],
"metadata": {
"id": "6WBbbQW3KyVi"
}
},
{
"cell_type": "code",
"source": [
"import os\n",
"import xml.etree.ElementTree as ET\n",
"\n",
"obj = []\n",
"\n",
"for filename in os.listdir(\"/content/xml/\"):\n",
" # with open(os.path.join(\"xml\", filename), 'r') as f:\n",
" tree = ET.parse(os.path.join(\"/content/xml/\", filename))\n",
" root = tree.getroot()\n",
" object = root.findall(\"object\")\n",
" name = [x.findtext(\"name\") for x in object]\n",
"\n",
" for i in name:\n",
" obj.append(i)\n",
"\n",
"obj_unique = list(set(obj))\n",
"# print(obj_unique)\n",
"\n",
"pbtxt = \"\"\n",
"for i in range(len(obj_unique)):\n",
" pbtxt += \"item {\\n name: \\\"\"+obj_unique[i]+\"\\\",\\n id: \"+str(i+1)+\"\\n}\\n\"+\"\\n\"\n",
" \n",
"with open(\"label_map.pbtxt\", \"w\", encoding=\"utf-8\") as f:\n",
" f.write(pbtxt)\n",
"\n",
"print(pbtxt)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "FCs4uLnOLbC-",
"outputId": "bd043ecf-a06f-4a6a-a000-90ed0320c723"
},
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"item {\n",
" name: \"Multi-Tab\",\n",
" id: 1\n",
"}\n",
"\n",
"item {\n",
" name: \"Image\",\n",
" id: 2\n",
"}\n",
"\n",
"item {\n",
" name: \"Input\",\n",
" id: 3\n",
"}\n",
"\n",
"item {\n",
" name: \"Pager Indicator\",\n",
" id: 4\n",
"}\n",
"\n",
"item {\n",
" name: \"Drawer\",\n",
" id: 5\n",
"}\n",
"\n",
"item {\n",
" name: \"Button Bar\",\n",
" id: 6\n",
"}\n",
"\n",
"item {\n",
" name: \"Radio Button\",\n",
" id: 7\n",
"}\n",
"\n",
"item {\n",
" name: \"On/Off Switch\",\n",
" id: 8\n",
"}\n",
"\n",
"item {\n",
" name: \"Advertisement\",\n",
" id: 9\n",
"}\n",
"\n",
"item {\n",
" name: \"Background Image\",\n",
" id: 10\n",
"}\n",
"\n",
"item {\n",
" name: \"List Item\",\n",
" id: 11\n",
"}\n",
"\n",
"item {\n",
" name: \"Date Picker\",\n",
" id: 12\n",
"}\n",
"\n",
"item {\n",
" name: \"Card\",\n",
" id: 13\n",
"}\n",
"\n",
"item {\n",
" name: \"Video\",\n",
" id: 14\n",
"}\n",
"\n",
"item {\n",
" name: \"Web View\",\n",
" id: 15\n",
"}\n",
"\n",
"item {\n",
" name: \"Map View\",\n",
" id: 16\n",
"}\n",
"\n",
"item {\n",
" name: \"Number Stepper\",\n",
" id: 17\n",
"}\n",
"\n",
"item {\n",
" name: \"Modal\",\n",
" id: 18\n",
"}\n",
"\n",
"item {\n",
" name: \"Text\",\n",
" id: 19\n",
"}\n",
"\n",
"item {\n",
" name: \"Bottom Navigation\",\n",
" id: 20\n",
"}\n",
"\n",
"item {\n",
" name: \"Slider\",\n",
" id: 21\n",
"}\n",
"\n",
"item {\n",
" name: \"Toolbar\",\n",
" id: 22\n",
"}\n",
"\n",
"item {\n",
" name: \"Checkbox\",\n",
" id: 23\n",
"}\n",
"\n",
"item {\n",
" name: \"Icon\",\n",
" id: 24\n",
"}\n",
"\n",
"item {\n",
" name: \"Text Button\",\n",
" id: 25\n",
"}\n",
"\n",
"\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6_mh4tID4CiE"
},
"source": [
"## Partition the dataset\n",
"\n",
"Next, We're going to split our dataset into the desired training and testing subsets. Typically, the ratio is 9:1. 90% of the images are used for training and the rest 10% is maintained for testing, but you can chose whatever ratio suits your needs.\n",
"\n",
"[Lyudmil Vladimirov](https://github.com/sglvladi) has published a great code example on [splitting the dataset](https://tensorflow-object-detection-api-tutorial.readthedocs.io/en/latest/training.html#partition-the-dataset)."
]
},
{
"cell_type": "code",
"metadata": {
"id": "JDVA0Vc9oDEC",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "f19bbc68-e23b-492b-b994-69c2f01c9e7f"
},
"source": [
"# merge into the one directory \n",
"!find jpg/. | wc -l\n",
"!find xml/. | wc -l\n",
"%mv ./xml/* jpg\n",
"\n",
"%rm -rf xml semantic_annotations combined\n",
"\n",
"# Partition the Dataset\n",
"!wget \"https://tensorflow-object-detection-api-tutorial.readthedocs.io/en/latest/_downloads/d0e545609c5f7f49f39abc7b6a38cec3/partition_dataset.py\"\n",
"!python partition_dataset.py -x -i ./jpg -o ./ -r 0.1"
],
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"66262\n",
"66262\n",
"--2021-12-21 10:43:12-- https://tensorflow-object-detection-api-tutorial.readthedocs.io/en/latest/_downloads/d0e545609c5f7f49f39abc7b6a38cec3/partition_dataset.py\n",
"Resolving tensorflow-object-detection-api-tutorial.readthedocs.io (tensorflow-object-detection-api-tutorial.readthedocs.io)... 104.17.33.82, 104.17.32.82, 2606:4700::6811:2152, ...\n",
"Connecting to tensorflow-object-detection-api-tutorial.readthedocs.io (tensorflow-object-detection-api-tutorial.readthedocs.io)|104.17.33.82|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 3582 (3.5K) [text/x-python]\n",
"Saving to: ‘partition_dataset.py’\n",
"\n",
"partition_dataset.p 100%[===================>] 3.50K --.-KB/s in 0s \n",
"\n",
"2021-12-21 10:43:12 (18.5 MB/s) - ‘partition_dataset.py’ saved [3582/3582]\n",
"\n",
"partition_dataset.py:35: DeprecationWarning: Flags not at the start of the expression '([a-zA-Z0-9\\\\s_\\\\\\\\.\\\\-\\\\' (truncated)\n",
" if re.search(r'([a-zA-Z0-9\\s_\\\\.\\-\\(\\):])+(?i)(.jpg|.jpeg|.png)$', f)]\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"## Downloading data by mounting Google drive\n",
"\n",
"> Congrats!\n",
"\n",
"Hope you enjoyed this!"
],
"metadata": {
"id": "oHMDd0zW1OdA"
}
},
{
"cell_type": "code",
"source": [
"from google.colab import drive\n",
"drive.mount('/content/drive')"
],
"metadata": {
"id": "v77Lv1mV1zfH",
"outputId": "d96f5d0c-7690-467d-f2e1-f4cba1d79867",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Mounted at /content/drive\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"%cd /content\n",
"%mv train/ drive/MyDrive/ \n",
"%mv test/ drive/MyDrive/ \n",
"%mv label_map.pbtxt drive/MyDrive/ \n"
],
"metadata": {
"id": "nykeepbl12HS",
"outputId": "7ad6f409-0338-4a26-d531-db52421586fb",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/content\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "zcpvv22DwRoJ"
},
"source": [
"## (Optional) Setup TensorFlow environment\n",
"\n",
"If you want generate tfrecord files, follow the code blocks below.\n",
"\n",
"To generate TFrecord files we should install TensorFlow and setup object detection API firstly."
]
},
{
"cell_type": "code",
"metadata": {
"id": "ypWGYdPlLRUN",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "c2746c74-1dde-436b-dd48-e417ecffc7b9"
},
"source": [
"import os\n",
"import pathlib\n",
"\n",
"# Clone the tensorflow models repository if it doesn't already exist\n",
"if \"models\" in pathlib.Path.cwd().parts:\n",
" while \"models\" in pathlib.Path.cwd().parts:\n",
" os.chdir('..')\n",
"elif not pathlib.Path('models').exists():\n",
" !git clone --depth 1 https://github.com/tensorflow/models"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Cloning into 'models'...\n",
"remote: Enumerating objects: 3193, done.\u001b[K\n",
"remote: Counting objects: 100% (3193/3193), done.\u001b[K\n",
"remote: Compressing objects: 100% (2696/2696), done.\u001b[K\n",
"remote: Total 3193 (delta 848), reused 1369 (delta 454), pack-reused 0\u001b[K\n",
"Receiving objects: 100% (3193/3193), 33.39 MiB | 24.81 MiB/s, done.\n",
"Resolving deltas: 100% (848/848), done.\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "6QPmVBSlLTzM",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "65942fd0-4979-41a8-eb92-9e2b18af6adf"
},
"source": [
"# Install the Object Detection API\n",
"%%bash\n",
"cd models/research/\n",
"protoc object_detection/protos/*.proto --python_out=.\n",
"cp object_detection/packages/tf2/setup.py .\n",
"python -m pip install ."
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Processing /content/models/research\n",
"Collecting avro-python3\n",
" Downloading avro-python3-1.10.2.tar.gz (38 kB)\n",
"Collecting apache-beam\n",
" Downloading apache_beam-2.34.0-cp37-cp37m-manylinux2010_x86_64.whl (9.8 MB)\n",
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"Requirement already satisfied: googleapis-common-protos<2.0dev,>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from google-api-core<2dev,>=1.21.0->google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (1.53.0)\n",
"Requirement already satisfied: requests<3.0.0dev,>=2.18.0 in /usr/local/lib/python3.7/dist-packages (from google-api-core<2dev,>=1.21.0->google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (2.23.0)\n",
"Requirement already satisfied: setuptools>=40.3.0 in /usr/local/lib/python3.7/dist-packages (from google-api-core<2dev,>=1.21.0->google-api-python-client>=1.6.7->tf-models-official>=2.5.1->object-detection==0.1) (57.4.0)\n",
"Requirement already satisfied: protobuf>=3.12.0 in /usr/local/
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