Giter VIP home page Giter VIP logo

automatic-emergency-braking's Introduction

Automatic Emergency Braking System

This repository contains code for a project whose goal is to Implement Automatic Emergency Braking System using a monocular camera. This model is trained on tusimple lane dataset.

Algorithm Used:

Brief Intro

LaneNet

LaneNet algorithm is a state of art deep convolution neural network which is used to detect lanes and is implemented using tensorflow.

LaneNet Output

DeepSORT

We use YOLO v3 algorithm to perform vehicle detections. Then we take this output feed it to DeepSORT in order to create a highly accurate vehicle tracker.

DeepSORT Output

Automatic Emergency Braking System

This feature can sense incoming(traffic coming to ego lanes) and slow(as well as stopped) traffic ahead and urgently apply the brakes.

Automatic Emergency Braking System Output

Installation

Required package could be installed by following the given steps.

  1. Download Github Repository.
  2. Download the weights from the given link and keep them in the similar folder structure as kept in the link.
  3. Install Anaconda.
  4. Run the given command in anaconda prompt.
conda env create -f requirements.txt

Test model

You can test the provided test frames on the model by following the given steps.

  1. Activate the environment in anaconda prompt by using the given command.
activate EBS
  1. Run the test_ebs file by using the given command.
python test_ebs.py 

automatic-emergency-braking's People

Contributors

kuldeepbishnoi avatar

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.