Git Product home page Git Product logo

assisted_driving_yolo's Introduction

Assisted driving using YOLO

A driving assistant (a dashboard app) to advise the driver on optimal speed , vehicles and pedestrian detection using YOLO.

unnamed

Tech stack

  • python
  • imageAI
  • pygame
  • numpy (numba - with CUDA acceleration)
  • OpenCV

What does the app do?

The app continously tracks vehicles, pedestrians, signals using a pretrained common objects detection YOLO model (imageAI) and alerts the user if required. The app suggests optimal speed for the driver based on distance between the objects in front of the car (calculated using the diagonal width of the bounding boxes - needs to be calibrated). The calculations are accelerated using Nvidia GPU taking advantage of the CUDA cores witht help of numba (Python with CUDA Acceleration).

To do

  • Custom train model for Indian road signs
  • Integrate with GPS

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.