Helmet_detection.ipynb

{
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  "metadata": {
    "colab": {
      "provenance": [],
      "collapsed_sections": [
        "S2IJl4Omb4AT",
        "XQ0BpozVdmBw",
        "YbM3f4dpdwgM",
        "MU7giczaeIqY",
        "qY3tObuJeQic",
        "E1qefaCffc_C",
        "0qSYiI7QgCHr"
      ],
      "gpuType": "T4",
      "authorship_tag": "ABX9TyPj7428ad4NhE+BSXtvKoPH",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Relieq/Helmet-detection/blob/master/Helmet_detection.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Cài đặt và sử dụng pre-trained model"
      ],
      "metadata": {
        "id": "BJ8O4ytObuok"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 1. Tải mã nguồn YOLOv10 từ GitHub:"
      ],
      "metadata": {
        "id": "S2IJl4Omb4AT"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "- **Bước 1:** Các bạn truy cập vào đường dẫn GitHub của YOLOv10 tại [đây](https://github.com/THU-MIG/yolov10)\n",
        "- **Bước 2:** Tại trang GitHub của YOLOv10, các bạn chọn mục Code (có màu nền xanh lá) và chọn nút copy đường dẫn.\n",
        "- **Bước 3:** Quay lại Google Colab, các bạn khởi tạo một code cell sử dụng lệnh:\n",
        "\n",
        "  `!git clone <link>`\n",
        "\n",
        "  (trong đó \\<link> là đường dẫn GitHub đã copy ở bước 2)."
      ],
      "metadata": {
        "id": "7UWChZinb_1Q"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "05SSyNSMW61s",
        "outputId": "342c832a-1e52-4592-a368-1593f8c6cc0d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'yolov10'...\n",
            "remote: Enumerating objects: 20304, done.\u001b[K\n",
            "remote: Counting objects: 100% (1347/1347), done.\u001b[K\n",
            "remote: Compressing objects: 100% (127/127), done.\u001b[K\n",
            "remote: Total 20304 (delta 1301), reused 1223 (delta 1220), pack-reused 18957\u001b[K\n",
            "Receiving objects: 100% (20304/20304), 11.18 MiB | 9.19 MiB/s, done.\n",
            "Resolving deltas: 100% (14304/14304), done.\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/THU-MIG/yolov10"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##  2. Cài đặt các thư viện cần thiết:"
      ],
      "metadata": {
        "id": "XQ0BpozVdmBw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "%cd yolov10\n",
        "!pip install -q requirements.txt\n",
        "!pip install -e ."
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-8xd63neXKRv",
        "outputId": "d843b9bd-9406-480c-cb41-63e39c789beb"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/yolov10\n",
            "\u001b[31mERROR: Could not find a version that satisfies the requirement requirements.txt (from versions: none)\u001b[0m\u001b[31m\n",
            "\u001b[0m\u001b[31mERROR: No matching distribution found for requirements.txt\u001b[0m\u001b[31m\n",
            "\u001b[0mObtaining file:///content/yolov10\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Checking if build backend supports build_editable ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build editable ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing editable metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
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            "Collecting nvidia-cuda-nvrtc-cu12==12.1.105 (from torch>=1.8.0->ultralytics==8.1.34)\n",
            "  Using cached nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (23.7 MB)\n",
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            "Collecting nvidia-nccl-cu12==2.20.5 (from torch>=1.8.0->ultralytics==8.1.34)\n",
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            "Building wheels for collected packages: ultralytics\n",
            "  Building editable for ultralytics (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for ultralytics: filename=ultralytics-8.1.34-0.editable-py3-none-any.whl size=20529 sha256=4ae9b7c258d7e55edc2524c8400f16f05d345480729d0e8c4119ac8838ad0e15\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-ddmul1hi/wheels/51/93/e8/22d2e815ced343915c15d86b2a00d95eb0a997d012527fbea7\n",
            "Successfully built ultralytics\n",
            "Installing collected packages: nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, nvidia-cusparse-cu12, nvidia-cudnn-cu12, nvidia-cusolver-cu12, thop, ultralytics\n",
            "Successfully installed nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.20.5 nvidia-nvjitlink-cu12-12.5.82 nvidia-nvtx-cu12-12.1.105 thop-0.1.1.post2209072238 ultralytics-8.1.34\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##  3. Tải trọng số của pre-trained models:"
      ],
      "metadata": {
        "id": "YbM3f4dpdwgM"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Các bạn tải file pretrained model tại [đây](https://github.com/THU-MIG/yolov10/releases/download/v1.1/yolov10n.pt) và đặt\n",
        " file đã tải vào thư mục ./yolov10. Trên Google Colab, việc này có thể được thực hiện\n",
        " thông qua lệnh wget như hình dưới đây:"
      ],
      "metadata": {
        "id": "G24QrBAldzRq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!wget https://github.com/THU-MIG/yolov10/releases/download/v1.1/yolov10n.pt"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Lmuneo5nX8Bt",
        "outputId": "0a38d3e9-07b4-43a8-a7ae-701dbf10204b"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2024-07-02 09:49:47--  https://github.com/THU-MIG/yolov10/releases/download/v1.1/yolov10n.pt\n",
            "Resolving github.com (github.com)... 20.205.243.166\n",
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            "Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/804788522/411e0d4f-1023-40ad-bfdd-c99f0dddb73b?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=releaseassetproduction%2F20240702%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20240702T094947Z&X-Amz-Expires=300&X-Amz-Signature=ff370809b4fc3e48f1084844d6d48a7875869b879fb43979a2232b5cce506f6b&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=804788522&response-content-disposition=attachment%3B%20filename%3Dyolov10n.pt&response-content-type=application%2Foctet-stream [following]\n",
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            "Resolving objects.githubusercontent.com (objects.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
            "Connecting to objects.githubusercontent.com (objects.githubusercontent.com)|185.199.108.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
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            "Saving to: ‘yolov10n.pt’\n",
            "\n",
            "yolov10n.pt         100%[===================>]  10.92M  --.-KB/s    in 0.06s   \n",
            "\n",
            "2024-07-02 09:49:48 (193 MB/s) - ‘yolov10n.pt’ saved [11448431/11448431]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 4. Khởi tạo mô hình:"
      ],
      "metadata": {
        "id": "MU7giczaeIqY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from ultralytics import YOLOv10\n",
        "\n",
        "MODEL_PATH = 'yolov10n.pt'\n",
        "model = YOLOv10(MODEL_PATH)"
      ],
      "metadata": {
        "id": "wz4sIUiEY9xN"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 5. Tải ảnh cần dự đoán:"
      ],
      "metadata": {
        "id": "qY3tObuJeQic"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Các bạn có thể tự\n",
        " chọn ảnh của riêng mình hoặc sử dụng ảnh tại [đây](https://www.tripsavvy.com/thmb/z1lmhJxYMQ6ScsISa3qHzeArsL0=/1500x0/filters:no_upscale():max_bytes(150000):strip_icc()/street-view-of-pham-ngu-lao-street--vietnam-921731936-5c353f9746e0fb000180251c.jpg).\n",
        "\n",
        " Hãy tạo một thư mục tên là images tại thư mục content trong colab để lưu trữ các ảnh."
      ],
      "metadata": {
        "id": "gs7io-RLecoZ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "##  6. Dự đoán:"
      ],
      "metadata": {
        "id": "E1qefaCffc_C"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "IMG_PATH = '/content/images/HCMC_Street.jpg'\n",
        "result = model(source=IMG_PATH)[0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "y554hvI2ZQ2c",
        "outputId": "5b9ebdbe-010c-42b7-f1dc-52e1737ca784"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "image 1/1 /content/images/HCMC_Street.jpg: 448x640 8 persons, 2 bicycles, 1 car, 2 motorcycles, 1 backpack, 77.8ms\n",
            "Speed: 13.3ms preprocess, 77.8ms inference, 375.2ms postprocess per image at shape (1, 3, 448, 640)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 7. Lưu kết quả dự đoán:"
      ],
      "metadata": {
        "id": "0qSYiI7QgCHr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "result.save('/content/images/HCMC_Street_predict.png')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "JMzzlIq_ZxLk",
        "outputId": "e0d75cec-1da0-4618-b640-0d3ad2efc7e5"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'/content/images/HCMC_Street_predict.png'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##  8. Dự đoán youtube video:"
      ],
      "metadata": {
        "id": "VfCxUSFaP8JA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install pytube"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-mE70kIgsMYj",
        "outputId": "bf926f75-d44e-4679-be9f-b4cd2fe05d97"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting pytube\n",
            "  Downloading pytube-15.0.0-py3-none-any.whl (57 kB)\n",
            "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/57.6 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m57.6/57.6 kB\u001b[0m \u001b[31m2.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: pytube\n",
            "Successfully installed pytube-15.0.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from pytube import YouTube\n",
        "YOUTUBE_VIDEO_PATH = 'https://youtu.be/wqPSsu7XQ74'\n",
        "DOWNLOAD_PATH = '/content/videos'\n",
        "\n",
        "# Download the video\n",
        "yt = YouTube(YOUTUBE_VIDEO_PATH)\n",
        "stream = yt.streams.filter(file_extension='mp4').first()\n",
        "stream.download(output_path=DOWNLOAD_PATH)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "E-NNp5lObaHM",
        "outputId": "b5f51e2f-9f56-475e-a2c2-0a586ca3915a"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'/content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Now use the downloaded video path\n",
        "video_result = model(source='/content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "56qEVO4JukKV",
        "outputId": "1d478a64-3138-4283-ed4b-73d9309f391f"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "WARNING ⚠️ inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory\n",
            "errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.\n",
            "\n",
            "Example:\n",
            "    results = model(source=..., stream=True)  # generator of Results objects\n",
            "    for r in results:\n",
            "        boxes = r.boxes  # Boxes object for bbox outputs\n",
            "        masks = r.masks  # Masks object for segment masks outputs\n",
            "        probs = r.probs  # Class probabilities for classification outputs\n",
            "\n",
            "video 1/1 (frame 1/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 5 persons, 1 car, 1 motorcycle, 1 bus, 123.3ms\n",
            "video 1/1 (frame 2/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 1 car, 2 motorcycles, 1 bus, 24.1ms\n",
            "video 1/1 (frame 3/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 1 car, 2 motorcycles, 1 bus, 24.4ms\n",
            "video 1/1 (frame 4/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 3 persons, 1 car, 2 motorcycles, 1 bus, 17.8ms\n",
            "video 1/1 (frame 5/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 2 persons, 1 car, 2 motorcycles, 1 bus, 16.7ms\n",
            "video 1/1 (frame 6/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 1 person, 1 car, 1 motorcycle, 1 bus, 14.5ms\n",
            "video 1/1 (frame 7/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 2 persons, 1 car, 1 motorcycle, 1 bus, 45.1ms\n",
            "video 1/1 (frame 8/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 2 persons, 2 cars, 1 motorcycle, 1 bus, 17.9ms\n",
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            "video 1/1 (frame 1123/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 2 persons, 1 car, 3 motorcycles, 1 bus, 19.8ms\n",
            "video 1/1 (frame 1124/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 2 persons, 1 car, 2 motorcycles, 1 bus, 21.3ms\n",
            "video 1/1 (frame 1125/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 2 persons, 1 car, 2 motorcycles, 1 bus, 23.8ms\n",
            "video 1/1 (frame 1126/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 1 car, 3 motorcycles, 1 bus, 19.1ms\n",
            "video 1/1 (frame 1127/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 1 car, 3 motorcycles, 1 bus, 22.0ms\n",
            "video 1/1 (frame 1128/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 3 persons, 1 car, 3 motorcycles, 1 bus, 15.6ms\n",
            "video 1/1 (frame 1129/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 1 person, 1 car, 3 motorcycles, 1 bus, 1 truck, 15.2ms\n",
            "video 1/1 (frame 1130/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 2 persons, 1 car, 2 motorcycles, 1 bus, 19.7ms\n",
            "video 1/1 (frame 1131/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 1 person, 1 car, 2 motorcycles, 1 bus, 22.1ms\n",
            "video 1/1 (frame 1132/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 1 car, 3 motorcycles, 1 bus, 23.7ms\n",
            "video 1/1 (frame 1133/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 2 persons, 1 car, 3 motorcycles, 1 bus, 19.0ms\n",
            "video 1/1 (frame 1134/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 3 persons, 1 car, 3 motorcycles, 1 bus, 17.2ms\n",
            "video 1/1 (frame 1135/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 5 persons, 2 cars, 3 motorcycles, 1 bus, 16.7ms\n",
            "video 1/1 (frame 1136/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 5 persons, 2 cars, 3 motorcycles, 1 bus, 16.7ms\n",
            "video 1/1 (frame 1137/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 5 persons, 2 cars, 3 motorcycles, 1 bus, 18.5ms\n",
            "video 1/1 (frame 1138/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 5 persons, 2 cars, 3 motorcycles, 1 bus, 22.3ms\n",
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            "video 1/1 (frame 1140/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 2 cars, 3 motorcycles, 1 bus, 19.1ms\n",
            "video 1/1 (frame 1141/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 2 persons, 2 cars, 3 motorcycles, 1 bus, 17.9ms\n",
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            "video 1/1 (frame 1143/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 1 bicycle, 2 cars, 2 motorcycles, 1 bus, 12.3ms\n",
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            "video 1/1 (frame 1153/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 2 cars, 2 motorcycles, 1 bus, 14.2ms\n",
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            "video 1/1 (frame 1155/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 6 persons, 2 cars, 3 motorcycles, 1 bus, 13.0ms\n",
            "video 1/1 (frame 1156/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 5 persons, 2 cars, 2 motorcycles, 1 bus, 11.2ms\n",
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            "video 1/1 (frame 1158/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 7 persons, 2 cars, 3 motorcycles, 1 bus, 9.4ms\n",
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            "video 1/1 (frame 1161/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 6 persons, 1 car, 2 motorcycles, 1 bus, 11.2ms\n",
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            "video 1/1 (frame 1163/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 8 persons, 2 cars, 2 motorcycles, 1 bus, 15.5ms\n",
            "video 1/1 (frame 1164/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 2 cars, 2 motorcycles, 1 bus, 15.2ms\n",
            "video 1/1 (frame 1165/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 6 persons, 1 car, 3 motorcycles, 1 bus, 15.3ms\n",
            "video 1/1 (frame 1166/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 3 persons, 1 car, 3 motorcycles, 1 bus, 14.2ms\n",
            "video 1/1 (frame 1167/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 5 persons, 2 cars, 4 motorcycles, 1 bus, 18.2ms\n",
            "video 1/1 (frame 1168/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 5 persons, 2 cars, 4 motorcycles, 1 bus, 13.8ms\n",
            "video 1/1 (frame 1169/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 6 persons, 2 cars, 3 motorcycles, 1 truck, 16.8ms\n",
            "video 1/1 (frame 1170/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 2 cars, 3 motorcycles, 1 bus, 16.8ms\n",
            "video 1/1 (frame 1171/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 2 cars, 3 motorcycles, 27.4ms\n",
            "video 1/1 (frame 1172/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 2 cars, 4 motorcycles, 13.0ms\n",
            "video 1/1 (frame 1173/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 2 cars, 3 motorcycles, 11.1ms\n",
            "video 1/1 (frame 1174/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 2 cars, 3 motorcycles, 10.0ms\n",
            "video 1/1 (frame 1175/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 2 cars, 1 motorcycle, 14.8ms\n",
            "video 1/1 (frame 1176/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 5 persons, 2 cars, 1 motorcycle, 12.5ms\n",
            "video 1/1 (frame 1177/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 5 persons, 2 cars, 1 motorcycle, 1 truck, 10.6ms\n",
            "video 1/1 (frame 1178/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 5 persons, 3 cars, 2 motorcycles, 10.0ms\n",
            "video 1/1 (frame 1179/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 2 cars, 2 motorcycles, 1 truck, 16.3ms\n",
            "video 1/1 (frame 1180/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 2 cars, 3 motorcycles, 1 bus, 10.8ms\n",
            "video 1/1 (frame 1181/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 2 cars, 2 motorcycles, 1 truck, 10.8ms\n",
            "video 1/1 (frame 1182/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 1 car, 3 motorcycles, 1 bus, 1 truck, 11.5ms\n",
            "video 1/1 (frame 1183/1183) /content/videos/How to cross a street in Ho Chi Minh City (Saigon) Vietnam.mp4: 384x640 4 persons, 1 car, 3 motorcycles, 1 bus, 2 trucks, 11.0ms\n",
            "Speed: 1.8ms preprocess, 14.9ms inference, 1.4ms postprocess per image at shape (1, 3, 384, 640)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for i, result in enumerate(video_result):\n",
        "    result.save(f'/content/videos/predicted_images/video_frame_{i}_predict.png')  # Save each frame with a unique name"
      ],
      "metadata": {
        "id": "VLVT4kdpvo_f"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import cv2\n",
        "import os\n",
        "\n",
        "# Define the video name and folder path\n",
        "image_folder = '/content/videos/predicted_images'\n",
        "video_name = '/content/videos/predicted_video.avi'\n",
        "\n",
        "# Get the list of image files in the folder\n",
        "images = [img for img in os.listdir(image_folder) if img.endswith(\".png\")]\n",
        "frame = cv2.imread(os.path.join(image_folder, images[0]))\n",
        "height, width, layers = frame.shape\n",
        "\n",
        "# Define the codec and create VideoWriter object\n",
        "video = cv2.VideoWriter(video_name, 0, 1, (width,height))\n",
        "\n",
        "# Iterate through the images and add them to the video\n",
        "for image in images:\n",
        "    video.write(cv2.imread(os.path.join(image_folder, image)))\n",
        "\n",
        "# Release everything if job is finished\n",
        "cv2.destroyAllWindows()\n",
        "video.release()"
      ],
      "metadata": {
        "id": "XZqeiss6v1T5"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "GGrjuyo2xrhV"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}