remove_duplicates.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Removing duplicates with FiftyOne"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To install fiftyOne, you can use a pip install command:\n",
    "\n",
    "pip install fiftyone or pip install fiftyone[desktop] to install the desktop app as well. Use the first option.\n",
    "\n",
    "Use a conda environment separate for fiftyone"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import fiftyone as fo\n",
    "import fiftyone.brain as fob\n",
    "from fiftyone import ViewField as F\n",
    "\n",
    "import os\n",
    "import shutil\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "name = \"datasetame\" # Name of dataset, note, there will be an error which may show up in the next code block which says dataset name not found, just change the name again to anything and it will work.\n",
    "dataset_dir = \"/home/intern/Desktop/fiftyone_test/test_folder\" # Path to dataset\n",
    "\n",
    "new_images_dir = \"/home/intern/Desktop/fiftyone_test/de_duplicate_dataset\" # Path to new folder where images without duplicates will be stored\n",
    "labels_dir = \"/home/intern/Desktop/fiftyone_test/labels\" # Path to folder where labels all labels with duplicates are stored\n",
    "\n",
    "real_data_clean = \"/home/intern/Desktop/fiftyone-scripts/clean\"\n",
    "real_data_dirty = \"/home/intern/Desktop/fiftyone-scripts/dirty\"\n",
    "real_data_vehicle = \"/home/intern/Desktop/fiftyone-scripts/vehicle\""
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b> Dataset path: </b>\n",
    "\n",
    "This is for the image dataset:\n",
    "Foldername -> image1.ext, image2.ext\n",
    "\n",
    "This is for the annotation dataset, will contain the bounding box information:\n",
    "Foldername -> image1.txt, image2.txt\n",
    "\n",
    "<b> Note: The image and annotation dataset should be separate folders. </b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 100% |███████████████| 2656/2656 [430.8ms elapsed, 0s remaining, 6.2K samples/s]      \n",
      "Name:        datasetame\n",
      "Media type:  image\n",
      "Num samples: 2656\n",
      "Persistent:  False\n",
      "Tags:        []\n",
      "Sample fields:\n",
      "    id:       fiftyone.core.fields.ObjectIdField\n",
      "    filepath: fiftyone.core.fields.StringField\n",
      "    tags:     fiftyone.core.fields.ListField(fiftyone.core.fields.StringField)\n",
      "    metadata: fiftyone.core.fields.EmbeddedDocumentField(fiftyone.core.metadata.ImageMetadata)\n"
     ]
    }
   ],
   "source": [
    "# Create the dataset\n",
    "dataset = fo.Dataset.from_dir(\n",
    "    dataset_dir=real_data_vehicle,\n",
    "    dataset_type=fo.types.ImageDirectory, # Or ImageClassificationDirectoryTree for classification dataset\n",
    "    name=name,\n",
    ")\n",
    "\n",
    "print(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<Sample: {\n",
      "    'id': '645e17dbc016c028691f1194',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 00_14_23.798777.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f1195',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 00_14_23.798777_rotated.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f1196',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 00_20_40.498999.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f1197',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 00_20_40.498999_rotated.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f1198',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 00_31_17.962325.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f1199',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 00_31_17.962325_rotated.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f119a',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 18_52_09.712617.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f119b',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 18_52_09.712617_rotated.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f119c',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 19_17_35.952880.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f119d',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 19_17_35.952880_rotated.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f119e',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 19_28_35.448395.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f119f',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 19_28_35.448395_rotated.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f11a0',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 19_30_50.987968.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f11a1',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 19_30_50.987968_rotated.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f11a2',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 19_55_03.157427.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f11a3',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 19_55_03.157427_rotated.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f11a4',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 20_10_14.360600.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>, <Sample: {\n",
      "    'id': '645e17dbc016c028691f11a5',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 20_10_14.360600_rotated.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "}>]\n"
     ]
    }
   ],
   "source": [
    "print(dataset.head(18))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing embeddings...\n",
      " 100% |███████████████| 2656/2656 [28.5s elapsed, 0s remaining, 92.0 samples/s]      \n",
      "Computing uniqueness...\n",
      "Uniqueness computation complete\n",
      "Name:        datasetame\n",
      "Media type:  image\n",
      "Num samples: 2656\n",
      "Persistent:  False\n",
      "Tags:        []\n",
      "Sample fields:\n",
      "    id:         fiftyone.core.fields.ObjectIdField\n",
      "    filepath:   fiftyone.core.fields.StringField\n",
      "    tags:       fiftyone.core.fields.ListField(fiftyone.core.fields.StringField)\n",
      "    metadata:   fiftyone.core.fields.EmbeddedDocumentField(fiftyone.core.metadata.ImageMetadata)\n",
      "    uniqueness: fiftyone.core.fields.FloatField\n"
     ]
    }
   ],
   "source": [
    "fob.compute_uniqueness(dataset) # Compute uniqueness of dataset image samples\n",
    "\n",
    "print(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Sample: {\n",
      "    'id': '645e17dbc016c028691f1194',\n",
      "    'media_type': 'image',\n",
      "    'filepath': '/home/intern/Desktop/fiftyone-scripts/vehicle/2023-01-19 00_14_23.798777.jpg',\n",
      "    'tags': [],\n",
      "    'metadata': None,\n",
      "    'uniqueness': 0.725998612878136,\n",
      "}>\n"
     ]
    }
   ],
   "source": [
    "# View a sample from the dataset\n",
    "print(dataset.first())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
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' style=\"width: 100%; max-width: 1323px;\"/>\n",
       "</div>\n",
       "\n",
       "<script type=\"text/javascript\">\n",
       "   (function() {\n",
       "     var container = document.getElementById(\"focontainer-6ab2728c-56ae-40cb-9bf4-f0afbea0aec1\");\n",
       "     var overlay = document.getElementById(\"fooverlay-6ab2728c-56ae-40cb-9bf4-f0afbea0aec1\");\n",
       "     fetch(`http://localhost:5151/fiftyone`)\n",
       "     .then(() => {\n",
       "        overlay.addEventListener(\"click\", () => {\n",
       "          fetch(`http://localhost:5151/event`, {\n",
       "            method: \"POST\",\n",
       "            body: JSON.stringify({\n",
       "              event: \"reactivate_notebook_cell\",\n",
       "              data: { subscription: \"6ab2728c-56ae-40cb-9bf4-f0afbea0aec1\" },\n",
       "              subscription: \"6ab2728c-56ae-40cb-9bf4-f0afbea0aec1\"\n",
       "            })\n",
       "          })\n",
       "        });\n",
       "        container.addEventListener(\"mouseenter\", () => overlay.style.display = \"block\");\n",
       "        container.addEventListener(\"mouseleave\", () => overlay.style.display = \"none\");\n",
       "     });\n",
       "   })();\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# View dataset in the App\n",
    "session = fo.launch_app(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get a view of all samples with uniqueness == 0\n",
    "# duplicates_view = dataset.match({\"metadata.uniqueness\": 0})\n",
    "small_images_view = dataset.match(F(\"uniqueness\") <= 0.10)\n",
    "\n",
    "# Mark as duplicates\n",
    "for sample in small_images_view:\n",
    "    sample.tags.append(\"duplicate\")\n",
    "    sample.save()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset:     datasetame\n",
      "Media type:  image\n",
      "Num samples: 1076\n",
      "Sample fields:\n",
      "    id:         fiftyone.core.fields.ObjectIdField\n",
      "    filepath:   fiftyone.core.fields.StringField\n",
      "    tags:       fiftyone.core.fields.ListField(fiftyone.core.fields.StringField)\n",
      "    metadata:   fiftyone.core.fields.EmbeddedDocumentField(fiftyone.core.metadata.ImageMetadata)\n",
      "    uniqueness: fiftyone.core.fields.FloatField\n",
      "View stages:\n",
      "    1. Match(filter={'$expr': {'$lte': [...]}})\n"
     ]
    }
   ],
   "source": [
    "print(small_images_view)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Directory '/home/intern/Desktop/fiftyone_test/de_duplicate_dataset' already exists; export will be merged with existing files\n",
      " 100% |███████████████| 1076/1076 [3.5s elapsed, 0s remaining, 563.3 samples/s]         \n"
     ]
    }
   ],
   "source": [
    "# Move the duplicate images to a new folder\n",
    "small_images_view.export(new_images_dir, fo.types.ImageDirectory)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The duplicates must be selected based on the uniqueness. If the uniqueness is 0, those will be duplicates and need to be selected in the fiftyone application."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['645b83faa730768b9742a83c', '645b83faa730768b9742a83d', '645b83faa730768b9742a840', '645b83faa730768b9742a83f', '645b83faa730768b9742a83e']\n"
     ]
    }
   ],
   "source": [
    "# # Get currently selected images from App\n",
    "# dup_ids = session.selected\n",
    "# print(dup_ids)\n",
    "\n",
    "# # Get view containing selected samples\n",
    "# dups_view = dataset.select(dup_ids)\n",
    "\n",
    "# # Mark as duplicates\n",
    "# for sample in dups_view:\n",
    "#     sample.tags.append(\"duplicate\")\n",
    "#     sample.save()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can visualize the duplicates separately in the fiftyone application."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Select samples with `duplicate` tag\n",
    "# dups_tag_view = dataset.match_tags(\"duplicate\")\n",
    "\n",
    "# # Open view in App\n",
    "# session.view = dups_tag_view"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the code block below to export to a new folder with the duplicates removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Directory '/home/intern/Desktop/fiftyone_test/de_duplicate_dataset' already exists; export will be merged with existing files\n",
      " 100% |███████████████████| 14/14 [15.2ms elapsed, 0s remaining, 923.1 samples/s] \n"
     ]
    }
   ],
   "source": [
    "# # Get samples that do not have the `duplicate` tag\n",
    "# no_dups_view = dataset.match(~F(\"tags\").contains(\"duplicate\"))\n",
    "\n",
    "# # Export dataset to disk as a classification directory tree\n",
    "# no_dups_view.export(\n",
    "#     new_images_dir,\n",
    "#     fo.types.ImageDirectory\n",
    "# )"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the code block below to check if the duplicates exist in the new folder with comparison to the new directory and then delete the duplicates from the original folder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "# Check if files exist in the new folder with original dataset folder. If they do, delete them from the original dataset folder\n",
    "for filename in os.listdir(new_images_dir):\n",
    "    if filename in os.listdir(real_data_vehicle):\n",
    "        os.remove(os.path.join(real_data_vehicle, filename))\n",
    "        print(\"Removed: \", filename)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the below code to check if the labels and images match. If the label does not match the image, it will be removed. This will help filter out the duplicate annotations from the label dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get a list of all image filenames\n",
    "image_filenames = [os.path.splitext(filename)[0] for filename in os.listdir(new_images_dir)]\n",
    "\n",
    "# Iterate over label filenames\n",
    "for label_filename in os.listdir(labels_dir):\n",
    "    # Get the corresponding image filename\n",
    "    image_filename = os.path.splitext(label_filename)[0]\n",
    "    # Check if the label filename matches an image filename\n",
    "    if image_filename not in image_filenames:\n",
    "        # Delete the label file\n",
    "        label_path = os.path.join(labels_dir, label_filename)\n",
    "        os.remove(label_path)\n"
   ]
  }
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