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Methods for Appearance-based Loop Closure Detection = Applications to Topological Mapping and Image Mosaicking /
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Methods for Appearance-based Loop Closure Detection/ by Emilio Garcia-Fidalgo, Alberto Ortiz.
其他題名:
Applications to Topological Mapping and Image Mosaicking /
作者:
Garcia-Fidalgo, Emilio.
其他作者:
Ortiz, Alberto.
面頁冊數:
XXV, 159 p. 76 illus., 70 illus. in color.online resource. :
Contained By:
Springer Nature eBook
標題:
Robotics. -
電子資源:
https://doi.org/10.1007/978-3-319-75993-7
ISBN:
9783319759937
Methods for Appearance-based Loop Closure Detection = Applications to Topological Mapping and Image Mosaicking /
Garcia-Fidalgo, Emilio.
Methods for Appearance-based Loop Closure Detection
Applications to Topological Mapping and Image Mosaicking /[electronic resource] :by Emilio Garcia-Fidalgo, Alberto Ortiz. - 1st ed. 2018. - XXV, 159 p. 76 illus., 70 illus. in color.online resource. - Springer Tracts in Advanced Robotics,1221610-7438 ;. - Springer Tracts in Advanced Robotics,105.
Introduction -- Background -- Literature Review -- Experimental Setup -- Loop Closure Detection using Local Features and KD-Trees -- Loop Closure Detection using Incremental Bags of Binary Words -- Hierarchical Loop Closure Detection for Topological Mapping -- Fast Image Mosaicking using Incremental Bags of Binary Words -- Conclusions and Future Work.
Mapping and localization are two essential tasks in autonomous mobile robotics. Due to the unavoidable noise that sensors present, mapping algorithms usually rely on loop closure detection techniques, which entail the correct identification of previously seen places to reduce the uncertainty of the resulting maps. This book deals with the problem of generating topological maps of the environment using efficient appearance-based loop closure detection techniques. Since the quality of a visual loop closure detection algorithm is related to the image description method and its ability to index previously seen images, several methods for loop closure detection adopting different approaches are developed and assessed. Then, these methods are used in three novel topological mapping algorithms. The results obtained indicate that the solutions proposed attain a better performance than several state-of-the-art approaches. To conclude, given that loop closure detection is also a key component in other research areas, a multi-threaded image mosaicing algorithm is proposed. This approach makes use of one of the loop closure detection techniques previously introduced in order to find overlapping pairs between images and finally obtain seamless mosaics of different environments in a reasonable amount of time. .
ISBN: 9783319759937
Standard No.: 10.1007/978-3-319-75993-7doiSubjects--Topical Terms:
561941
Robotics.
LC Class. No.: TJ210.2-211.495
Dewey Class. No.: 629.892
Methods for Appearance-based Loop Closure Detection = Applications to Topological Mapping and Image Mosaicking /
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