Git Product home page Git Product logo

automatic-video-summarization's Introduction

Hack The North 2020++ Hackathon Project - VidSpace

2nd place winner for the CansOfCom challenge - $400 prize

Check out our devpost for pics and more info!

Project Pictures

pic1 pic2

Inspiration

VidSpace is a video analysis tool that automatically processes videos in your data warehouse into searchable segments. Our Inspiration came from the CansOfCOM challenge which asked us to create an easy way to search videos like bodycam footage as these videos are often very long and it is very easy to miss stuff that way. We set to fix that with our project VidSpace.

What it does

VidSpace uses machine learning and AI to detect objects in a video, the user can search for any object they want and instantly go to the part of the video where that object was seen. The User can also specify a range of times and the program will output all the objects seen in that range of time.

Benefits

Lower the cost spent on manually scrubbing through hours and hours of videos High accuracy object labelling Focus on what your organization needs to focus on

Public sector use (e.g. military, law enforcement)

Foot patrol body cam footage Aerial surveillance Ground surveillance (cctv) Security

Private sector use revenue streams

Targeted advertising Maps Population density / traffic analysis Security

How we built it

We built this program using the Google Cloud Video Intelligence API for the AI and machine learning aspect, we also used CockroachDB's cloud database to store all our results and to ease in searching. We used react and node.js for the UI and frontend.

Challenges we ran into

It was a first time for many of us, Nigel had never worked with the video intelligence API before so he had to learn that from scratch and that took many hours as we went through documentation to learn how to use it.

Moustafa created the database and had to learn SQL and databases for the first time as well, Spending the first hours learning we were able to finally use cockroachdb and create a working database for our project.

Farhan created the UI and learned how to add videos to a webpage and upload them. The rest of the time he worked on developing a user friendly UI that pleases the eye.

What we learned

We learnt a lot in this hackathon and each one of us picked up a new skill or two. We are very proud of our achievement during this hackathon.

What's next for VidSpace

Better load times as google cloud is slow due to the limited processing power, and more features such as borders on people and cars on the video.

UI Demo Shown In Presentation

https://youtu.be/QG9kIlhCOJw

Try it yourself!

https://vidspace.netlify.app/v

automatic-video-summarization's People

Contributors

farhan-mohammed avatar moustafa-eid avatar nigel5 avatar

Stargazers

 avatar

Watchers

 avatar

Forkers

moustafa-eid

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.