{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "WzcbMCHaCakw"
},
"source": [
"##Clone the Github Repo"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "wDYBXzAYBvg2",
"outputId": "21be01fc-4cb4-457b-c155-9991d4573132"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/content\n",
"Cloning into 'YOLOv8_Segmentation_DeepSORT_Object_Tracking'...\n",
"remote: Enumerating objects: 196, done.\u001b[K\n",
"remote: Counting objects: 100% (77/77), done.\u001b[K\n",
"remote: Compressing objects: 100% (46/46), done.\u001b[K\n",
"remote: Total 196 (delta 34), reused 70 (delta 31), pack-reused 119\u001b[K\n",
"Receiving objects: 100% (196/196), 12.76 MiB | 35.03 MiB/s, done.\n",
"Resolving deltas: 100% (64/64), done.\n"
]
}
],
"source": [
"%cd /content/\n",
"!git clone \"https://github.com/MuhammadMoinFaisal/YOLOv8_Segmentation_DeepSORT_Object_Tracking.git\"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "wQf7oQ6-CrYb"
},
"source": [
"##Checking the Current Directory "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "cSq-Q5ivCiuS",
"outputId": "67bdf64a-0ebc-4fc9-c34b-c1bac3879548"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/content\n"
]
}
],
"source": [
"!pwd"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PuJXtLs9C-tj"
},
"source": [
"##Setting the Current Directory"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_0Cy9Q3hC0CI",
"outputId": "f8913d51-0b1e-4453-ae41-ab993eb9c2e1"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/content/YOLOv8_Segmentation_DeepSORT_Object_Tracking\n"
]
}
],
"source": [
"%cd /content/YOLOv8_Segmentation_DeepSORT_Object_Tracking"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "p4PQj_GXDMFb"
},
"source": [
"##Install all the Dependencies"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "hxERsChADIgc",
"outputId": "3de8055a-ecfd-416a-c840-cdacf2b05ac6"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Obtaining file:///content/YOLOv8_Segmentation_DeepSORT_Object_Tracking\n",
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"\u001b[?25hINFO: pip is looking at multiple versions of pytest-cov to determine which version is compatible with other requirements. This could take a while.\n",
"Collecting pytest-cov\n",
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"INFO: pip is looking at multiple versions of pytest-cov to determine which version is compatible with other requirements. This could take a while.\n",
" Downloading pytest_cov-2.9.0-py2.py3-none-any.whl (19 kB)\n",
"Collecting pyproject_hooks\n",
" Downloading pyproject_hooks-1.0.0-py3-none-any.whl (9.3 kB)\n",
"Collecting smmap<6,>=3.0.1\n",
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"Building wheels for collected packages: antlr4-python3-runtime\n",
" Building wheel for antlr4-python3-runtime (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for antlr4-python3-runtime: filename=antlr4_python3_runtime-4.9.3-py3-none-any.whl size=144575 sha256=9458a450f3bd4eac5419064a0bdc90789b1c82caa457e92d834b202c100137c7\n",
" Stored in directory: /root/.cache/pip/wheels/b1/a3/c2/6df046c09459b73cc9bb6c4401b0be6c47048baf9a1617c485\n",
"Successfully built antlr4-python3-runtime\n",
"Installing collected packages: antlr4-python3-runtime, watchdog, smmap, requests, pyyaml-env-tag, pyproject_hooks, pygments, omegaconf, mkdocs-material-extensions, mergedeep, jinja2, jedi, coverage, colorama, thop, pytest-cov, markdown, hydra-core, griffe, gitdb, ghp-import, build, pymdown-extensions, mkdocs, GitPython, check-manifest, mkdocs-material, mkdocs-autorefs, ultralytics, mkdocstrings, mkdocstrings-python\n",
" Attempting uninstall: requests\n",
" Found existing installation: requests 2.25.1\n",
" Uninstalling requests-2.25.1:\n",
" Successfully uninstalled requests-2.25.1\n",
" Attempting uninstall: pygments\n",
" Found existing installation: Pygments 2.6.1\n",
" Uninstalling Pygments-2.6.1:\n",
" Successfully uninstalled Pygments-2.6.1\n",
" Attempting uninstall: jinja2\n",
" Found existing installation: Jinja2 2.11.3\n",
" Uninstalling Jinja2-2.11.3:\n",
" Successfully uninstalled Jinja2-2.11.3\n",
" Attempting uninstall: markdown\n",
" Found existing installation: Markdown 3.4.1\n",
" Uninstalling Markdown-3.4.1:\n",
" Successfully uninstalled Markdown-3.4.1\n",
" Running setup.py develop for ultralytics\n",
"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
"notebook 5.7.16 requires jinja2<=3.0.0, but you have jinja2 3.1.2 which is incompatible.\n",
"flask 1.1.4 requires Jinja2<3.0,>=2.10.1, but you have jinja2 3.1.2 which is incompatible.\u001b[0m\u001b[31m\n",
"\u001b[0mSuccessfully installed GitPython-3.1.30 antlr4-python3-runtime-4.9.3 build-0.10.0 check-manifest-0.49 colorama-0.4.6 coverage-7.0.5 ghp-import-2.1.0 gitdb-4.0.10 griffe-0.25.3 hydra-core-1.3.1 jedi-0.18.2 jinja2-3.1.2 markdown-3.3.7 mergedeep-1.3.4 mkdocs-1.4.2 mkdocs-autorefs-0.4.1 mkdocs-material-9.0.5 mkdocs-material-extensions-1.1.1 mkdocstrings-0.19.1 mkdocstrings-python-0.8.3 omegaconf-2.3.0 pygments-2.14.0 pymdown-extensions-9.9.1 pyproject_hooks-1.0.0 pytest-cov-2.9.0 pyyaml-env-tag-0.1 requests-2.28.2 smmap-5.0.0 thop-0.1.1.post2209072238 ultralytics-8.0.3 watchdog-2.2.1\n"
]
}
],
"source": [
"!pip install -e '.[dev]'"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "i4-h2jwWDXU6"
},
"source": [
"##Moving to the Required Directory"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "sWXs2RdKDnqB",
"outputId": "71cae050-26c7-4cae-9d1d-23704a394903"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/content/YOLOv8_Segmentation_DeepSORT_Object_Tracking/ultralytics/yolo/v8/segment\n"
]
}
],
"source": [
"%cd /content/YOLOv8_Segmentation_DeepSORT_Object_Tracking/ultralytics/yolo/v8/segment"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "oEUtstJcDqz0"
},
"source": [
"##To implement the DeepSORT tracking, downloading the required files "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "5FuD6jDfDSoU",
"outputId": "f90be42f-85ce-482a-a30d-e636624c799d"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading...\n",
"From: https://drive.google.com/uc?id=11ZSZcG-bcbueXZC3rN08CM0qqX3eiHxf&confirm=t\n",
"To: /content/YOLOv8_Segmentation_DeepSORT_Object_Tracking/ultralytics/yolo/v8/segment/deep_sort_pytorch.zip\n",
"100% 43.1M/43.1M [00:00<00:00, 94.3MB/s]\n"
]
}
],
"source": [
"!gdown \"https://drive.google.com/uc?id=11ZSZcG-bcbueXZC3rN08CM0qqX3eiHxf&confirm=t\"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qFpopDEED61b"
},
"source": [
"##Unzipping the DeepSORT Files"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "uLmlRpFdD1su",
"outputId": "e8b13c5a-4834-48f9-e499-3b53ff50a13e"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Archive: deep_sort_pytorch.zip\n",
" inflating: deep_sort_pytorch/.gitignore \n",
" creating: deep_sort_pytorch/configs/\n",
" inflating: deep_sort_pytorch/configs/deep_sort.yaml \n",
" creating: deep_sort_pytorch/deep_sort/\n",
" inflating: deep_sort_pytorch/deep_sort/__init__.py \n",
" creating: deep_sort_pytorch/deep_sort/__pycache__/\n",
" inflating: deep_sort_pytorch/deep_sort/__pycache__/__init__.cpython-310.pyc \n",
" inflating: deep_sort_pytorch/deep_sort/__pycache__/__init__.cpython-37.pyc \n",
" inflating: deep_sort_pytorch/deep_sort/__pycache__/__init__.cpython-38.pyc \n",
" inflating: deep_sort_pytorch/deep_sort/__pycache__/deep_sort.cpython-310.pyc \n",
" inflating: deep_sort_pytorch/deep_sort/__pycache__/deep_sort.cpython-37.pyc \n",
" inflating: deep_sort_pytorch/deep_sort/__pycache__/deep_sort.cpython-38.pyc \n",
" creating: deep_sort_pytorch/deep_sort/deep/\n",
" extracting: deep_sort_pytorch/deep_sort/deep/__init__.py \n",
" creating: deep_sort_pytorch/deep_sort/deep/__pycache__/\n",
" inflating: deep_sort_pytorch/deep_sort/deep/__pycache__/__init__.cpython-310.pyc \n",
" inflating: deep_sort_pytorch/deep_sort/deep/__pycache__/__init__.cpython-37.pyc \n",
" inflating: deep_sort_pytorch/deep_sort/deep/__pycache__/__init__.cpython-38.pyc \n",
" inflating: deep_sort_pytorch/deep_sort/deep/__pycache__/feature_extractor.cpython-310.pyc \n",
" inflating: deep_sort_pytorch/deep_sort/deep/__pycache__/feature_extractor.cpython-37.pyc \n",
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" inflating: deep_sort_pytorch/deep_sort/deep/__pycache__/model.cpython-38.pyc \n",
" creating: deep_sort_pytorch/deep_sort/deep/checkpoint/\n",
" extracting: deep_sort_pytorch/deep_sort/deep/checkpoint/.gitkeep \n",
" inflating: deep_sort_pytorch/deep_sort/deep/checkpoint/ckpt.t7 \n",
" inflating: deep_sort_pytorch/deep_sort/deep/evaluate.py \n",
" inflating: deep_sort_pytorch/deep_sort/deep/feature_extractor.py \n",
" inflating: deep_sort_pytorch/deep_sort/deep/model.py \n",
" inflating: deep_sort_pytorch/deep_sort/deep/original_model.py \n",
" inflating: deep_sort_pytorch/deep_sort/deep/test.py \n",
" inflating: deep_sort_pytorch/deep_sort/deep/train.jpg \n",
" inflating: deep_sort_pytorch/deep_sort/deep/train.py \n",
" inflating: deep_sort_pytorch/deep_sort/deep_sort.py \n",
" inflating: deep_sort_pytorch/deep_sort/README.md \n",
" creating: deep_sort_pytorch/deep_sort/sort - Copy/\n",
" extracting: deep_sort_pytorch/deep_sort/sort - Copy/__init__.py \n",
" creating: deep_sort_pytorch/deep_sort/sort - Copy/__pycache__/\n",
" inflating: deep_sort_pytorch/deep_sort/sort - Copy/__pycache__/__init__.cpython-37.pyc \n",
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" inflating: deep_sort_pytorch/deep_sort/sort - Copy/iou_matching.py \n",
" inflating: deep_sort_pytorch/deep_sort/sort - Copy/kalman_filter.py \n",
" inflating: deep_sort_pytorch/deep_sort/sort - Copy/linear_assignment.py \n",
" inflating: deep_sort_pytorch/deep_sort/sort - Copy/nn_matching.py \n",
" inflating: deep_sort_pytorch/deep_sort/sort - Copy/preprocessing.py \n",
" creating: deep_sort_pytorch/deep_sort/sort/\n",
" extracting: deep_sort_pytorch/deep_sort/sort/__init__.py \n",
" creating: deep_sort_pytorch/deep_sort/sort/__pycache__/\n",
" inflating: deep_sort_pytorch/deep_sort/sort/__pycache__/__init__.cpython-310.pyc \n",
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" inflating: deep_sort_pytorch/deep_sort/sort/__pycache__/tracker.cpython-38.pyc \n",
" inflating: deep_sort_pytorch/deep_sort/sort/detection.py \n",
" inflating: deep_sort_pytorch/deep_sort/sort/iou_matching.py \n",
" inflating: deep_sort_pytorch/deep_sort/sort/kalman_filter.py \n",
" inflating: deep_sort_pytorch/deep_sort/sort/linear_assignment.py \n",
" inflating: deep_sort_pytorch/deep_sort/sort/nn_matching.py \n",
" inflating: deep_sort_pytorch/deep_sort/sort/preprocessing.py \n",
" inflating: deep_sort_pytorch/deep_sort/sort/track.py \n",
" inflating: deep_sort_pytorch/deep_sort/sort/tracker.py \n",
" inflating: deep_sort_pytorch/LICENSE \n",
" inflating: deep_sort_pytorch/README.md \n",
" creating: deep_sort_pytorch/utils/\n",
" extracting: deep_sort_pytorch/utils/__init__.py \n",
" creating: deep_sort_pytorch/utils/__pycache__/\n",
" inflating: deep_sort_pytorch/utils/__pycache__/__init__.cpython-310.pyc \n",
" inflating: deep_sort_pytorch/utils/__pycache__/__init__.cpython-37.pyc \n",
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" inflating: deep_sort_pytorch/utils/__pycache__/parser.cpython-310.pyc \n",
" inflating: deep_sort_pytorch/utils/__pycache__/parser.cpython-37.pyc \n",
" inflating: deep_sort_pytorch/utils/__pycache__/parser.cpython-38.pyc \n",
" inflating: deep_sort_pytorch/utils/asserts.py \n",
" inflating: deep_sort_pytorch/utils/draw.py \n",
" inflating: deep_sort_pytorch/utils/evaluation.py \n",
" inflating: deep_sort_pytorch/utils/io.py \n",
" inflating: deep_sort_pytorch/utils/json_logger.py \n",
" inflating: deep_sort_pytorch/utils/log.py \n",
" inflating: deep_sort_pytorch/utils/parser.py \n",
" inflating: deep_sort_pytorch/utils/tools.py \n"
]
}
],
"source": [
"!unzip 'deep_sort_pytorch.zip'"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PUb4g3erEArb"
},
"source": [
"##Download a Sample Video for Testing from Google Drive"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "3QKR7ueED-CF",
"outputId": "317414c9-54d6-42de-dbef-08d2d6e6a548"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading...\n",
"From: https://drive.google.com/uc?id=19P9Cf9UiJ9gU9KHnAfud6hrFOgobETTX\n",
"To: /content/YOLOv8_Segmentation_DeepSORT_Object_Tracking/ultralytics/yolo/v8/segment/test1.mp4\n",
"\r 0% 0.00/1.99M [00:00"
],
"text/html": [
"\n",
"\n"
]
},
"metadata": {},
"execution_count": 12
}
],
"source": [
"from IPython.display import HTML\n",
"from base64 import b64encode\n",
"import os\n",
"\n",
"# Input video path\n",
"save_path = '/content/YOLOv8_Segmentation_DeepSORT_Object_Tracking/runs/detect/train/test1.mp4'\n",
"\n",
"# Compressed video path\n",
"compressed_path = \"/content/result_compressed.mp4\"\n",
"\n",
"os.system(f\"ffmpeg -i {save_path} -vcodec libx264 {compressed_path}\")\n",
"\n",
"# Show video\n",
"mp4 = open(compressed_path,'rb').read()\n",
"data_url = \"data:video/mp4;base64,\" + b64encode(mp4).decode()\n",
"HTML(\"\"\"\n",
"\n",
"\"\"\" % data_url)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "V5GVy8nWFVL8"
},
"source": [
"##Download the Demo Video 2"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "9GNKoidnFZL0",
"outputId": "834a7281-07b9-4b35-b957-f49d56019662"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading...\n",
"From: https://drive.google.com/uc?id=1rjBn8Fl1E_9d0EMVtL24S9aNQOJAveR5&confirm=t\n",
"To: /content/YOLOv8_Segmentation_DeepSORT_Object_Tracking/ultralytics/yolo/v8/segment/test3.mp4\n",
"\r 0% 0.00/4.98M [00:00"
],
"text/html": [
"\n",
"