Code Monkey home page Code Monkey logo

world-data-league-stage3-road-safety-estimation-with-yolov5's Introduction

World-Data-League-Stage3-road-safety-estimation-with-YOLOv5

Challenge Provider: CycleAI

Perception of risk impedes people from cycling. We aim to build an AI model to estimate a score of perceived road safety based on the objects in an image. Using Google Street View, a map of safety will be affordably created for entire cities, enhancing urban planning and policies.

Context

Nowadays, mobility is a priority theme for the European Union in the context of urban development - the EU even announced that funding for sustainable infrastructure, including for new or better bike lanes, will be doubled to โ‚ฌ20 billion. At the same time, hundreds of people, including cyclists and pedestrians, lose their lives on our roads. We hesitate in commuting by bicycle simply because it is perceived as dangerous! As frequently referred in literature, pavement quality is a crucial factor to consider when evaluating safety. [1] [2] [3] Pavement quality refers to the quality of the road when there is no cycle lane, or to the cycle lane itself, when it is present. Along with the presence of water drainers and trails, these are one the most important risk factors.

Goals

This challenge addresses the 11 th United Nations Goal: Make cities and human settlements inclusive, safe, resilient, and sustainable. It directly targets goal 11.2 by improving road safety and contributing to an increase in cycling rates. One of the most affordable and healthy ways of transport. Thus, empowering those economically vulnerable with no means to afford a car.

world-data-league-stage3-road-safety-estimation-with-yolov5's People

Contributors

jorgeglv avatar

Watchers

 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.