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Map merging using cycle consistency check and RANSAC-based spanning tree selection | IEEE Conference Publication | IEEE Xplore

Map merging using cycle consistency check and RANSAC-based spanning tree selection


Abstract:

This paper proposes a method of map merging using cycle consistency check and spanning tree selection by RANSAC. Key issues in map merging are the transformation of the c...Show More

Abstract:

This paper proposes a method of map merging using cycle consistency check and spanning tree selection by RANSAC. Key issues in map merging are the transformation of the coordinate frame of each submap to a global coordinate frame and the rejection of outliers (false arcs) in a pose graph. The proposed method reduces outliers using cycle consistency constraints. To cope with the exponential increase of cycles, cycle consistency check is applied iteratively with a limited number of chordless cycles. Then, spanning trees having only inlier arcs are selected by RANSAC to find the transformation of each submap to a global coordinate frame. Experiments using public datasets show that the proposed method successfully obtained good spanning trees at high outlier ratio.
Date of Conference: 28 September 2015 - 02 October 2015
Date Added to IEEE Xplore: 17 December 2015
ISBN Information:
Conference Location: Hamburg, Germany

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