Code Monkey home page Code Monkey logo

omr-fastapi's Introduction

Optical Mark Recognition

This repository is a basic optical mark recognition to score exam-papers using python and FastApi.

Repository: https://github.com/abdusalam-mah/omr-fastapi

NB : currently only works with "choose the correct answer" type of questions

Usage

  1. install these packages first

    pip install fastapi uvicorn numpy opencv-python

  2. after that to start the server run

    python server.py

  3. use PostMan or Axios to send a POST request with an image file, get an example image from app/temp/images/ it looks something like: example image

  4. scoring methods

    some scoring methods are available, you can choose from the following:

    • score_by_percentage ( default )
    • score_by_weight ( which defaults it's weight to 1 if not specified )

To do next

  • add request validation
  • process testing
  • add support for additional paper types

omr-fastapi's People

Contributors

theabdusalam avatar

Stargazers

 avatar  avatar  avatar

Watchers

 avatar  avatar

omr-fastapi's Issues

Support Different Scoring Methods

The current scoring method is only in percentage so if a student get 5 out of 10 questions the result will be 50%, we need to create other methodologies like exact points so for ex. 5/10 and/or based on a given mark for example 2 marks per question will turn that score for example to 10/20

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.