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2015 | OriginalPaper | Buchkapitel

Flying Depth Camera for Indoor Mapping and Localization

verfasst von : Lidia María Belmonte, José Carlos Castillo, Antonio Fernández-Caballero, Sergio Almansa-Valverde, R. Morales

Erschienen in: Ambient Intelligence - Software and Applications

Verlag: Springer International Publishing

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Abstract

This paper introduces a flying robot mapping and localization proposal from an onboard depth camera. The miniature flying robot is part of an ongoing project related to ambient assisted living and home health. The flying depth camera is used with a double function; firstly, as a range sensor for mapping from scratch during navigation, and secondly, as a gray-scale camera for localization. The Harris corner detection algorithm is implemented as key point detector for the creation and/or identification of indoor spatial relations. During the localization phase, the spatial relations created from detected corners in the mapping phase are compared to the corners identified in the map. The flying robot position is estimated by matching these spatial relations.

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Literatur
1.
Zurück zum Zitat D. Iwakura, K. Nonami, Indoor localization of flying robot by means of infrared sensors. J. Robot. Mechatron. 25, 201–210 (2013) D. Iwakura, K. Nonami, Indoor localization of flying robot by means of infrared sensors. J. Robot. Mechatron. 25, 201–210 (2013)
2.
Zurück zum Zitat A. Fernández-Caballero, J.M. Latorre, J.M. Pastor, A. Fernández-Sotos, Improvement of the elderly quality of life and care through smart emotion regulation, Ambient Assisted Living and Daily Activities, pp. 348–355, 2014 A. Fernández-Caballero, J.M. Latorre, J.M. Pastor, A. Fernández-Sotos, Improvement of the elderly quality of life and care through smart emotion regulation, Ambient Assisted Living and Daily Activities, pp. 348–355, 2014
3.
Zurück zum Zitat J.C. Castillo, D. Carneiro, J. Serrano-Cuerda, P. Novais, A. Fernández-Caballero, J. Neves, A multi-modal approach for activity classification and fall detection. Int. J. Syst. Sci. 45, 810–824 (2014)CrossRef J.C. Castillo, D. Carneiro, J. Serrano-Cuerda, P. Novais, A. Fernández-Caballero, J. Neves, A multi-modal approach for activity classification and fall detection. Int. J. Syst. Sci. 45, 810–824 (2014)CrossRef
4.
Zurück zum Zitat D. Carneiro, J.C. Castillo, P. Novais, A. Fernández-Caballero, J. Neves, Multimodal behavioral analysis for non-invasive stress detection. Expert Syst. Appl. 39, 13376–13389 (2012)CrossRef D. Carneiro, J.C. Castillo, P. Novais, A. Fernández-Caballero, J. Neves, Multimodal behavioral analysis for non-invasive stress detection. Expert Syst. Appl. 39, 13376–13389 (2012)CrossRef
5.
Zurück zum Zitat M. Oliver, F. Montero, A. Fernández-Caballero, P. González, J.P. Molina, RGB-D assistive technologies for acquired brain injury: description and assessment of user experience. Expert Syst. (2014). doi:10.1111/exsy.12096 M. Oliver, F. Montero, A. Fernández-Caballero, P. González, J.P. Molina, RGB-D assistive technologies for acquired brain injury: description and assessment of user experience. Expert Syst. (2014). doi:10.​1111/​exsy.​12096
6.
Zurück zum Zitat A. Briod, P. Kornatowski, J.-C. Zufferey, D. Floreano, A collision-resilient flying robot. J. Field Robot. 31, 496–509 (2014)CrossRef A. Briod, P. Kornatowski, J.-C. Zufferey, D. Floreano, A collision-resilient flying robot. J. Field Robot. 31, 496–509 (2014)CrossRef
7.
Zurück zum Zitat K.M. Wurm, C. Stachniss, G. Grisetti, Bridging the gap between feature- and grid-based SLAM. Robot. Auton. Syst. 58, 140–148 (2010)CrossRef K.M. Wurm, C. Stachniss, G. Grisetti, Bridging the gap between feature- and grid-based SLAM. Robot. Auton. Syst. 58, 140–148 (2010)CrossRef
8.
Zurück zum Zitat J. Martínez-Gómez, A. Fernández-Caballero, I. García-Varea, L. Rodríuez, C. Romero-González, A taxonomy of vision systems for ground mobile robots. Int. J. Adv. Robot. Syst. 11, 111 (2014) J. Martínez-Gómez, A. Fernández-Caballero, I. García-Varea, L. Rodríuez, C. Romero-González, A taxonomy of vision systems for ground mobile robots. Int. J. Adv. Robot. Syst. 11, 111 (2014)
9.
Zurück zum Zitat T. Collins, Occupancy grid learning using contextual forward modelling. J. Intell. Robot. Syst. 64, 505–542 (2011)CrossRef T. Collins, Occupancy grid learning using contextual forward modelling. J. Intell. Robot. Syst. 64, 505–542 (2011)CrossRef
10.
Zurück zum Zitat S. Almansa-Valverde, J.C. Castillo, A. Fernández-Caballero, Mobile robot map building from time-of-flight camera. Expert Syst. Appl. 39, 8835–8843 (2012)CrossRef S. Almansa-Valverde, J.C. Castillo, A. Fernández-Caballero, Mobile robot map building from time-of-flight camera. Expert Syst. Appl. 39, 8835–8843 (2012)CrossRef
11.
Zurück zum Zitat A. Ramisa, A. Goldhoorn, D. Aldavert, R. Toledo, R. Lopez de Mantaras, Combining invariant features and the ALV homing method for autonomous robot navigation based on panoramas. J. Intell. Robot. Syst. 64, 625–649 (2011)CrossRef A. Ramisa, A. Goldhoorn, D. Aldavert, R. Toledo, R. Lopez de Mantaras, Combining invariant features and the ALV homing method for autonomous robot navigation based on panoramas. J. Intell. Robot. Syst. 64, 625–649 (2011)CrossRef
12.
Zurück zum Zitat M. Bosse, R. Zlot, Keypoint design and evaluation for place recognition in 2D lidar maps. Robot. Auton. Syst. 57, 1211–1224 (2009)CrossRef M. Bosse, R. Zlot, Keypoint design and evaluation for place recognition in 2D lidar maps. Robot. Auton. Syst. 57, 1211–1224 (2009)CrossRef
13.
Zurück zum Zitat M. Cummins, P. Newman, FAB-MAP: probabilistic localization and mapping in the space of appearance. Int. J. Robot. Res. 27, 647–665 (2008)CrossRef M. Cummins, P. Newman, FAB-MAP: probabilistic localization and mapping in the space of appearance. Int. J. Robot. Res. 27, 647–665 (2008)CrossRef
14.
Zurück zum Zitat D.G. Lowe, Distinctive image features from scale-invariant keypoints. Int. J. Comput. Vis. 60, 91–110 (2004)CrossRef D.G. Lowe, Distinctive image features from scale-invariant keypoints. Int. J. Comput. Vis. 60, 91–110 (2004)CrossRef
15.
Zurück zum Zitat G. Arbeiter, J. Fischer, A. Verl, 3D perception and modeling for manipulation on Care-O-Bot 3, in 2010 IEEE International Conference on Robotics and Automation, p. 5, 2010 G. Arbeiter, J. Fischer, A. Verl, 3D perception and modeling for manipulation on Care-O-Bot 3, in 2010 IEEE International Conference on Robotics and Automation, p. 5, 2010
16.
Zurück zum Zitat H. Bay, A. Ess, T. Tuytelaars, L. Van Gool, SURF: speeded up robust features. Comput. Vis. Image Underst. 110, 346–359 (2008)CrossRef H. Bay, A. Ess, T. Tuytelaars, L. Van Gool, SURF: speeded up robust features. Comput. Vis. Image Underst. 110, 346–359 (2008)CrossRef
17.
Zurück zum Zitat J. Li, N.M. Allinson, A comprehensive review of current local features for computer vision. Neurocomputing 71, 1771–1787 (2008)CrossRef J. Li, N.M. Allinson, A comprehensive review of current local features for computer vision. Neurocomputing 71, 1771–1787 (2008)CrossRef
18.
Zurück zum Zitat S. Smith, J. Brady, Susan: a new approach to low-level image-processing. Int. J. Comput. Vis. 23, 45–78 (1997)CrossRef S. Smith, J. Brady, Susan: a new approach to low-level image-processing. Int. J. Comput. Vis. 23, 45–78 (1997)CrossRef
19.
Zurück zum Zitat C. Harris, M. Stephens, A combined corner and edge detector, in The Fourth Alvey Vision Conference, pp. 147–151, 1988 C. Harris, M. Stephens, A combined corner and edge detector, in The Fourth Alvey Vision Conference, pp. 147–151, 1988
20.
Zurück zum Zitat J. Lee, H. Ko, Gradient-based local affine invariant feature extraction for mobile robot localization in indoor environments. Pattern Recogn. Lett. 29, 1934–1940 (2008)CrossRef J. Lee, H. Ko, Gradient-based local affine invariant feature extraction for mobile robot localization in indoor environments. Pattern Recogn. Lett. 29, 1934–1940 (2008)CrossRef
21.
Zurück zum Zitat A. Fernández-Caballero, M.T. López, S. Saiz-Valverde, Dynamic stereoscopic selective visual attention (DSSVA): integrating motion and shape with depth in video segmentation. Expert Syst. Appl. 34, 1394–1402 (2008)CrossRef A. Fernández-Caballero, M.T. López, S. Saiz-Valverde, Dynamic stereoscopic selective visual attention (DSSVA): integrating motion and shape with depth in video segmentation. Expert Syst. Appl. 34, 1394–1402 (2008)CrossRef
22.
Zurück zum Zitat G. Bennett, Probability inequalities for the sum of independent random variables. J. Am. Stat. Assoc. 57, 33–45 (1962)CrossRefMATH G. Bennett, Probability inequalities for the sum of independent random variables. J. Am. Stat. Assoc. 57, 33–45 (1962)CrossRefMATH
Metadaten
Titel
Flying Depth Camera for Indoor Mapping and Localization
verfasst von
Lidia María Belmonte
José Carlos Castillo
Antonio Fernández-Caballero
Sergio Almansa-Valverde
R. Morales
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-19695-4_25