Giter Club home page Giter Club logo

stereo-vision_highperformancecomputing's Introduction

Stereo-Vision_HighPerformanceComputing

Objective: The comparison between SIMD, Pthread and OpenCV in implementation of Stereo Vision algorithm

There are many method to calculate the image depth that one of them is Sterio Vision. The refrence picture is in the link. This project is the implementation of stereo vision algorithm with SIMD and Pthread and OpenCV.

By using the OpenCV library, the tsukuba image has been loaded and the time is claculated. For SIMD the instruction which is used is listed here.

To implement Pthread, the thread should be alocated by the programmer with using some instructions such as pthread_t thread(NUM_THREADS) that is shown here.

The result shows that with a larger image the excuation time of all method would increase but the excution time of SIMD is 3.5x better that the other methods in average. With increasing in the size of the window, SIMD has the better performance since the number of bytes which are read would increase, on the other hand increaaing in the window size would increase the excution time.

The Speedup is 3.54, it means that the execution time of SIMD is 3.54 better than OpenCV. The result picture can submit in Middlebury Stereo Evaluation - Version 3 to calculate bad pixesls.

stereo-vision_highperformancecomputing's People

Contributors

rabieifk 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.