https://github.com/cizodevahm/line-detection-on-road-with-opencv

This repository contains a Python script that demonstrates line detection in a video using OpenCV. The script processes a video file to detect and highlight lines, which can be useful for applications such as lane detection in autonomous driving.
https://github.com/cizodevahm/line-detection-on-road-with-opencv

computer-vision cv2 linedetection opencv

Last synced: 17 days ago
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This repository contains a Python script that demonstrates line detection in a video using OpenCV. The script processes a video file to detect and highlight lines, which can be useful for applications such as lane detection in autonomous driving.

• Host: GitHub
• URL: https://github.com/cizodevahm/line-detection-on-road-with-opencv
• Owner: cizodevahm
• License: mit
• Created: 2024-08-28T09:59:46.000Z (3 months ago)
• Default Branch: main
• Last Pushed: 2024-08-28T10:14:01.000Z (3 months ago)
• Last Synced: 2024-10-10T17:42:18.852Z (about 1 month ago)
• Topics: computer-vision, cv2, linedetection, opencv
• Language: Python
• Homepage:
• Size: 23.2 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Line Detection on Road with OpenCV

This repository contains a Python script that demonstrates line detection in a video using OpenCV. The script processes a video file to detect and highlight lines, which can be useful for applications such as lane detection in autonomous driving.

# Overview

The script reads a video file, applies Gaussian blur and color filtering to isolate specific features, and then uses the Canny edge detector and Hough Line Transform to detect and draw lines on the video frames.

# Features

  ### Video Processing:

  Reads and processes video frames in real-time.

  ### Gaussian Blur:

  Reduces noise and smoothens the image.

  ### Color Filtering:

  Isolates specific color ranges in the HSV color space.

  ### Edge Detection:

  Uses the Canny edge detector to find edges in the image.

  ### Line Detection:

  Applies the Hough Line Transform to detect and draw lines.

# Installation

 1. Clone the repository:

    ```bash

    git clone https://github.comcizodevahm/line-detection-on-road-with-OpenCV.git

    ```

2. Navigate to the project directory:

   ```bash

   cd line-detection-on-road-with-OpenCV

   ```

3. Install the required dependencies:

   ```bash

   pip install opencv-python numpy

   ```

# Usage

 1. Place your video file in the project directory and update the script with the video file name.

 2. Run the script:

    ```bash

    python Line.py

    ```

3. The script will display the processed video with detected lines.

# Example

![Sample gif](out.gif)