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Object Detection Project

An object detection app tailored towards transportation. Accepts images and videos.

DEMO LINK: https://8504-01j6t863nm5gjsvgy63e2avctp.cloudspaces.litng.ai

NOTE: THE DEMO ABOVE MAY TAKE UP TO 5 MINUTES TO START (Used lightning.ai because Git LFS limit exceeded)

Description

Uses Python and YOLOv3 algorithm that involves convolutional neural network (CNN) to predict the bounding boxes and class probabilities of objects in input images/frames.

Object detection is essential for computer vision applications, and this model can serve as a foundation for detecting specific object classes in images.

Installation

To run this project, make sure to install the required dependencies:

pip install -r requirements.txt

Examples

Sample output for image

detected_image

Sample output for video

detected_video1.mp4

Interface

User Interface

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Object Detection app [Transportation]

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  • Jupyter Notebook 73.7%
  • Python 26.3%