A visual SLAM system on mobile robot supporting localization services to visually impaired people

作者: Quoc-Hung Nguyen , Hai Vu , Thanh-Hai Tran , David Van Hamme , Peter Veelaert

DOI: 10.1007/978-3-319-16199-0_50

关键词:

摘要: This paper describes a Visual SLAM system developed on mobile robot in order to support localization services visually impaired people. The proposed aims provide small or mid-scale environments such as inside building campus of school where conventional positioning data GPS, WIFI signals are often not available. Toward this end, we adapt and improve existing vision-based techniques handle issues the indoor environments. We firstly design an image acquisition collect visual data. On one hand, robust odometry method is adjusted precisely create routes environment. other utilize Fast-Appearance Based Mapping algorithm that may be most successful for matching places large scenarios. In better estimate robot’s location, Kalman Filter combines results current observation estimation states based its kinematic model. experimental confirmed feasible navigate people

参考文章(23)
Roberta L. Klatzky, Jack M. Loomis, Reginald D. Golledge, GPS-Based Navigation Systems for the Visually Impaired Lawrence Erlbaum Associates Publishers. ,(2001)
David Van Hamme, Peter Veelaert, Wilfried Philips, Robust Visual Odometry Using Uncertainty Models Advanced Concepts for Intelligent Vision Systems. ,vol. 6915, pp. 1- 12 ,(2011) , 10.1007/978-3-642-23687-7_1
Aude Oliva, Antonio Torralba, Modeling the Shape of the Scene: A Holistic Representation of the Spatial Envelope International Journal of Computer Vision. ,vol. 42, pp. 145- 175 ,(2001) , 10.1023/A:1011139631724
A. Helal, S.E. Moore, B. Ramachandran, Drishti: an integrated navigation system for visually impaired and disabled international symposium on wearable computers. pp. 149- 156 ,(2001) , 10.1109/ISWC.2001.962119
Vidya N. Murali, James M. Coughlan, Smartphone-based crosswalk detection and localization for visually impaired pedestrians international conference on multimedia and expo. ,vol. 2013, pp. 1- 7 ,(2013) , 10.1109/ICMEW.2013.6618432
Jeffrey P. Bigham, Chandrika Jayant, Andrew Miller, Brandyn White, Tom Yeh, VizWiz::LocateIt - enabling blind people to locate objects in their environment computer vision and pattern recognition. pp. 65- 72 ,(2010) , 10.1109/CVPRW.2010.5543821
J. Borenstein, I. Ulrich, The GuideCane-a computerized travel aid for the active guidance of blind pedestrians international conference on robotics and automation. ,vol. 2, pp. 1283- 1288 ,(1997) , 10.1109/ROBOT.1997.614314
Vivek Pradeep, Gerard Medioni, James Weiland, Robot vision for the visually impaired 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Workshops. pp. 15- 22 ,(2010) , 10.1109/CVPRW.2010.5543579
D. Dakopoulos, N.G. Bourbakis, Wearable Obstacle Avoidance Electronic Travel Aids for Blind: A Survey systems man and cybernetics. ,vol. 40, pp. 25- 35 ,(2010) , 10.1109/TSMCC.2009.2021255
T. Bailey, H. Durrant-Whyte, Simultaneous localization and mapping (SLAM): part II IEEE Robotics & Automation Magazine. ,vol. 13, pp. 108- 117 ,(2006) , 10.1109/MRA.2006.1678144