ROBUST MAP ALIGNMENT FOR COOPERATIVE VISUAL SLAM

被引:0
作者
Garcea, Adrian [1 ]
Zhu, Jiazhen [1 ]
Van Opdenbosch, Dominik [1 ]
Steinbach, Eckehard [1 ]
机构
[1] TUM, Chair Media Technol, Munich, Germany
来源
2018 25TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2018年
关键词
visual SLAM; map merging; scale estimation; method of Horn; PnP; PLACE RECOGNITION;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Generating a map of an unknown environment using visual SLAM with sparse image features is an important task in robotics and other computer vision applications. As the number of available recordings increases, merging maps from multiple sources into an aggregated description of the environment becomes necessary. After identifying similar locations, an important step is the estimation of the transformation that aligns the maps. The aim of this work is to evaluate different methods for computing this transformation and to provide a novel way of estimating the scale difference between maps using a histogram-based scale matching scheme. The proposed approach proves to be more robust than the currently widely used scale estimation methods for loop closure or map merging.
引用
收藏
页码:4083 / 4087
页数:5
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