Giter VIP home page Giter VIP logo

planarsegmentation's Introduction

planarSegmentation

Given a top-down video from a moving vehicle, this program uses optical flow techniques to segment an image frame from the video into a ground portion and a moving/elevated portion. The user has 2 options - (i) using dense optical flow and (ii) sparse optical flow.

(i) Dense Optical Flow

Flow vectors are calculated for the movement of each pixel between 2 successive frames in a video. Objects/Structures that protrude from the ground have larger displacements, and thus larger flow vectors, and are colored accordingly. Contours are generated based on the original image and this is compared with the flow vectors to outline the shapes of objects that rise from the ground.

Results of planar segmentation using dense optical flow

(Clockwise, from top left: initial image, contour detection, dense optical flow calculation, final shortlisted contours)

(ii) Sparse Optical Flow

Results of planar segmentation using sparse optical flow

To speed up computation, optical flow is only calculated for a sparse grid of points using the Lucas Kanade method. The results are drawn onto the video frame, with pixels that have large displacement highlighted (i.e. pixels representing objects that lie above the ground plane).

Usage (after compiling):

./[Program Name] [VideoFileName]

planarsegmentation's People

Contributors

mrushyendra avatar

Watchers

James Cloos 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.