Giter VIP home page Giter VIP logo

lecture-divider's Introduction

Lecture-DividerπŸ‘¨β€πŸ«πŸ‘©β€πŸ«πŸ“Ή

This is the second part of a final project for the freshmen course "Introduction to Computing"(Honor Track). The project mainly focused on image processing using OpenCV.

Specifically, SpeechDivider suggests the division of a long video(record of a class or presentation) based on the contents on the screen. Ideally, it would divide a presentation into small videos of every slides.

Implementation

  • Extract the screen position as ROI using Canny edge detector
  • Then computes the similarity between neighboring ROI
    • Several methods are applied to improve robustness
    • Computing similarity using HSV distance/SIFT/perceptual hashing algorithm
    • Using dHash as similarity function performs best
  • Suggest division when the similarity is below threshold

Sample

A typical frame of the video:

class.jpg

Extracted ROI

ROI.jpg

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    πŸ–– 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. πŸ“ŠπŸ“ˆπŸŽ‰

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 ❀️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.