Nouranics

Nouranics

About this blog

Here you can find information about the things I work with, details of publications, projects, my resume, and software I have written as well slides from the subjects I used to teach.

Scene Change Detection for Topological Mapping and Localization

PublicationsPosted by navid nourani Fri, January 27, 2012 09:33:19

Authors

Navid Nourani-Vatani and Cedric Pradalier

Publication Date

October 2010

Conference Name & Place

IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Taipei, Taiwan

Abstract

A method for detecting changes in the environment using only vision sensors is presented. We demonstrate that optical flow can be used to detect these changes at key locations in outdoor scenarios in difficult and varying lighting conditions. These key locations are used as nodes in a topological mapping and localization framework. To close the loop we employ a bag-of-words methodology. We show that bag-of-words methods can be used in real-time on a standard computer to detect loop closures in sparse topological maps. Experimental results from field trials using our quad-rotor UAV demonstrate the capability of the proposed scene change detection method.

Video


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