Giter VIP home page Giter VIP logo

automatic_skew_correction_using_corner_detectors_and_homography's Introduction

Automatic Skew Correction Using Corner Detectors and Homography

The python file contains a skew corrector for rectangle-like objects. I have used the skew corrector on two types images

  • Type 1: smooth with no interfering background
  • Type 2: highly textured but more realistic image

Corner Detectors

I used the following two mechanisms of corner detection on image type 1 and image type 2 respectively

  • Shi-tomashi corner detection using cv2.goodFeaturesToTrack()
  • Contour detection and Douglas-Peucker algorithm using cv2.findContours() and cv2.approxPolyDP()

Homography and Image Transformation

  • cv2.findHomography()
  • cv2.warpPerspective()

Results

Figure 1

Figure 2

For detailed explanation refer to my Medium blog: https://blog.ekbana.com/skew-correction-using-corner-detectors-and-homography-fda345e42e65

automatic_skew_correction_using_corner_detectors_and_homography's People

Contributors

ashuta03 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.