Skip to main content
Top

2012 | OriginalPaper | Chapter

Vision-Based Topological Navigation: An Implicit Solution to Loop Closure

Authors : Dr. Youcef Mezouar, Prof. Jonathan Courbon, Prof. Philippe Martinet

Published in: Handbook of Intelligent Vehicles

Publisher: Springer London

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Autonomous navigation using a single camera is a challenging and active field of research. Among the different approaches, visual memory-based navigation strategies have gained increasing interests in the last few years. They consist of representing the mobile robot environment with visual features topologically organized gathered in a database (visual memory). Basically, the navigation process from a visual memory can be split in three stages: (1) visual memory acquisition, (2) initial localization, and (3) path planning and following (refer to Fig. 53.1). Importantly, this frame work allows accurate autonomous navigation without using explicitly a loop closure strategy. The goal of this chapter is to provide to the reader an illustrative example of such a strategy.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference Andreasson H, Treptow A, Duckett T (2005) Localization for mobile robots using panoramic vision, local features and particle filter. In: IEEE international conference on robotics and automation, ICRA’05, Barcelone, Espagne, Apr 2005, pp 3348–3353 Andreasson H, Treptow A, Duckett T (2005) Localization for mobile robots using panoramic vision, local features and particle filter. In: IEEE international conference on robotics and automation, ICRA’05, Barcelone, Espagne, Apr 2005, pp 3348–3353
go back to reference Andreasson H, Treptow A, Duckett T (2007) Self-localization in non-stationary environments using omni-directional vision. Robot Auton Syst 55(7):541–551CrossRef Andreasson H, Treptow A, Duckett T (2007) Self-localization in non-stationary environments using omni-directional vision. Robot Auton Syst 55(7):541–551CrossRef
go back to reference Atkinson R, Shiffrin R (1968) Human memory: a proposed system and its control processes. In: Spence KW, Spence JT (eds) The psychology of learning and motivation. Academic, New York Atkinson R, Shiffrin R (1968) Human memory: a proposed system and its control processes. In: Spence KW, Spence JT (eds) The psychology of learning and motivation. Academic, New York
go back to reference Bacca B, Salvi J, Batlle J, Cufi X (2010) Appearance-based mapping and localization using feature stability histograms. Electron Lett 46(16):1120–1121CrossRef Bacca B, Salvi J, Batlle J, Cufi X (2010) Appearance-based mapping and localization using feature stability histograms. Electron Lett 46(16):1120–1121CrossRef
go back to reference Bibby C, Reid I (2007) Simultaneous localisation and mapping in dynamic environments (slamide) with reversible data association. In: Robotics: science and systems, Atlanta, GA, USA Bibby C, Reid I (2007) Simultaneous localisation and mapping in dynamic environments (slamide) with reversible data association. In: Robotics: science and systems, Atlanta, GA, USA
go back to reference Blaer P, Allen P (2002) Topological mobile robot localization using fast vision techniques. In: IEEE international conference on robotics and automation, ICRA’02, Washington, USA, May 2002, pp 1031–1036 Blaer P, Allen P (2002) Topological mobile robot localization using fast vision techniques. In: IEEE international conference on robotics and automation, ICRA’02, Washington, USA, May 2002, pp 1031–1036
go back to reference Chen J, Dixon WE, Dawson DM, McIntire M (2003) Homography-based visual servo tracking control of a wheeled mobile robot. In: Proceeding of the 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems, Las Vegas, Nevada, Oct 2003, pp 1814–1819 Chen J, Dixon WE, Dawson DM, McIntire M (2003) Homography-based visual servo tracking control of a wheeled mobile robot. In: Proceeding of the 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems, Las Vegas, Nevada, Oct 2003, pp 1814–1819
go back to reference Courbon J, Mezouar Y, Martinet P (2008) Indoor navigation of a non-holonomic mobile robot using a visual memory. Auton Robots 25(3):253–266CrossRef Courbon J, Mezouar Y, Martinet P (2008) Indoor navigation of a non-holonomic mobile robot using a visual memory. Auton Robots 25(3):253–266CrossRef
go back to reference Courbon J, Mezouar Y, Martinet P (2009) Autonomous navigation of vehicles from a visual memory using a generic camera model. Intell Transport Syst (ITS) 10:392–402 Courbon J, Mezouar Y, Martinet P (2009) Autonomous navigation of vehicles from a visual memory using a generic camera model. Intell Transport Syst (ITS) 10:392–402
go back to reference Dayoub F, Duckett T (2008). An adaptative appearance-based map for long-term topological localization of mobile robots. In: IEEE/RSJ international conference on intelligent robots and systems, IROS’08, Nice, France, Sep 2008, pp 3364–3369 Dayoub F, Duckett T (2008). An adaptative appearance-based map for long-term topological localization of mobile robots. In: IEEE/RSJ international conference on intelligent robots and systems, IROS’08, Nice, France, Sep 2008, pp 3364–3369
go back to reference Dayoub F, Duckett T, Cielniak G (2010) Short- and long-term adaptation of visual place memories for mobile robots. In: Remembering who we are- human memory for artificial agents symposium, AISB 2010, Leicester, UK Dayoub F, Duckett T, Cielniak G (2010) Short- and long-term adaptation of visual place memories for mobile robots. In: Remembering who we are- human memory for artificial agents symposium, AISB 2010, Leicester, UK
go back to reference DeSouza GN, Kak AC (2002) Vision for mobile robot navigation: a survey. IEEE Trans Pattern Anal Mach Intell 24(2):237–267CrossRef DeSouza GN, Kak AC (2002) Vision for mobile robot navigation: a survey. IEEE Trans Pattern Anal Mach Intell 24(2):237–267CrossRef
go back to reference Fang Y, Dawson D, Dixon W, de Queiroz M (2002) Homography-based visual servoing of wheeled mobile robots. In: Conference on decision and control, Las Vegas, NV, Dec 2002, pp 2866–2871 Fang Y, Dawson D, Dixon W, de Queiroz M (2002) Homography-based visual servoing of wheeled mobile robots. In: Conference on decision and control, Las Vegas, NV, Dec 2002, pp 2866–2871
go back to reference Gaspar J, Winters N, Santos-Victor J (2000) Vision-based navigation and environmental representations with an omnidirectional camera. IEEE Trans Robot Autom 16:890–898CrossRef Gaspar J, Winters N, Santos-Victor J (2000) Vision-based navigation and environmental representations with an omnidirectional camera. IEEE Trans Robot Autom 16:890–898CrossRef
go back to reference Goedemé T, Tuytelaars T, Vanacker G, Nuttin M, Gool LV, Gool LV (2005) Feature based omnidirectional sparse visual path following. In: IEEE/RSJ international conference on intelligent robots and systems, Edmonton, Canada, Aug 2005, pp 1806–1811 Goedemé T, Tuytelaars T, Vanacker G, Nuttin M, Gool LV, Gool LV (2005) Feature based omnidirectional sparse visual path following. In: IEEE/RSJ international conference on intelligent robots and systems, Edmonton, Canada, Aug 2005, pp 1806–1811
go back to reference Gonzalez-Barbosa J, Lacroix S (2002) Rover localization in natural environments by indexing panoramic images. In: IEEE international conference on robotics and automation, ICRA’02, vol 2, Washington, DC, USA, May 2002, pp 1365–1370 Gonzalez-Barbosa J, Lacroix S (2002) Rover localization in natural environments by indexing panoramic images. In: IEEE international conference on robotics and automation, ICRA’02, vol 2, Washington, DC, USA, May 2002, pp 1365–1370
go back to reference Harris C, Stephens M (1988) A combined corner and edge detector. In: The fourth alvey vision conference, Manchester, UK, pp 147–151 Harris C, Stephens M (1988) A combined corner and edge detector. In: The fourth alvey vision conference, Manchester, UK, pp 147–151
go back to reference Hayet J, Lerasle F, Devy M (2002) A visual landmark framework for indoor mobile robot navigation. In: IEEE international conference on robotics and automation, ICRA’02, Washington, DC, USA, May 2002, pp 3942–3947 Hayet J, Lerasle F, Devy M (2002) A visual landmark framework for indoor mobile robot navigation. In: IEEE international conference on robotics and automation, ICRA’02, Washington, DC, USA, May 2002, pp 3942–3947
go back to reference HochdorferS, Schlegel C (2009) Towards a robust visual SLAM approach: addressing the challenge of life-long operation. In: 14th international conference on advanced robotics, Munich, Germany HochdorferS, Schlegel C (2009) Towards a robust visual SLAM approach: addressing the challenge of life-long operation. In: 14th international conference on advanced robotics, Munich, Germany
go back to reference Ieng S, Benosman R, Devars J (2003) An efficient dynamic multi-angular feature points matcher for catadioptric views. In: Workshop OmniVis’03, in conjunction with computer vision and pattern recognition (CVPR), vol 07, Wisconsin, USA, Jun 2003, p 75 Ieng S, Benosman R, Devars J (2003) An efficient dynamic multi-angular feature points matcher for catadioptric views. In: Workshop OmniVis’03, in conjunction with computer vision and pattern recognition (CVPR), vol 07, Wisconsin, USA, Jun 2003, p 75
go back to reference Jones S, Andresen C, Crowley J (1997) Appearance-based process for visual navigation. In: IEEE/RSJ international conference on intelligent robots and systems, IROS’97, vol 2, Grenoble, France, pp 551–557 Jones S, Andresen C, Crowley J (1997) Appearance-based process for visual navigation. In: IEEE/RSJ international conference on intelligent robots and systems, IROS’97, vol 2, Grenoble, France, pp 551–557
go back to reference Lemaire T, Berger C, Jung I, Lacroix S (2007) Vision-based slam: stereo and monocular approaches. Int J Comput Vision 74(3):343–364CrossRef Lemaire T, Berger C, Jung I, Lacroix S (2007) Vision-based slam: stereo and monocular approaches. Int J Comput Vision 74(3):343–364CrossRef
go back to reference Linåker F, Ishikawa M (2004) Rotation invariant features from omnidirectional camera images using a polar higher-order local autocorrelation feature extractor. In: IEEE/RSJ international conference on intelligent robots and systems, IROS’04, vol 4, Sendai, Japon, Sep 2004, pp 4026–4031 Linåker F, Ishikawa M (2004) Rotation invariant features from omnidirectional camera images using a polar higher-order local autocorrelation feature extractor. In: IEEE/RSJ international conference on intelligent robots and systems, IROS’04, vol 4, Sendai, Japon, Sep 2004, pp 4026–4031
go back to reference Lowe D (2004) Distinctive image features from scale-invariant keypoints. Int J Comput Vision 60(2):91–110CrossRef Lowe D (2004) Distinctive image features from scale-invariant keypoints. Int J Comput Vision 60(2):91–110CrossRef
go back to reference Ma Y, Kosecka J, Sastry SS (1999) Vision guided navigation for a nonholonomic mobile robot. IEEE Trans Robot Autom 15(3):521–537CrossRef Ma Y, Kosecka J, Sastry SS (1999) Vision guided navigation for a nonholonomic mobile robot. IEEE Trans Robot Autom 15(3):521–537CrossRef
go back to reference Matsumoto Y, Inaba M, Inoue H (1996) Visual navigation using view-sequenced route representation. In: IEEE international conference on robotics and automation, ICRA’96, vol 1, Minneapolis, Minnesota, USA, Apr 1996, pp 83–88 Matsumoto Y, Inaba M, Inoue H (1996) Visual navigation using view-sequenced route representation. In: IEEE international conference on robotics and automation, ICRA’96, vol 1, Minneapolis, Minnesota, USA, Apr 1996, pp 83–88
go back to reference Matsumoto Y, Ikeda K, Inaba M, Inoue H (1999) Visual navigation using omnidirectional view sequence. In: IEEE/RSJ international conference on intelligent robots and systems, IROS’99, vol 1, Kyongju, Corée, Oct 1999, pp 317–322 Matsumoto Y, Ikeda K, Inaba M, Inoue H (1999) Visual navigation using omnidirectional view sequence. In: IEEE/RSJ international conference on intelligent robots and systems, IROS’99, vol 1, Kyongju, Corée, Oct 1999, pp 317–322
go back to reference Menegatti E, Zoccarato M, Pagello E, Ishiguro H (2003) Hierarchical image-based localisation for mobile robots with monte-carlo localisation. In: European conference on mobile robots, ECMR’03, Varsovie, Pologne, Sep 2003 Menegatti E, Zoccarato M, Pagello E, Ishiguro H (2003) Hierarchical image-based localisation for mobile robots with monte-carlo localisation. In: European conference on mobile robots, ECMR’03, Varsovie, Pologne, Sep 2003
go back to reference Mouragnon E, Lhuillier M, Dhome M, Dekeyser F, Sayd P (2009) Generic and real-time structure from motion using local bundle adjustment. Image Vision Comput 27(8):1178–1193CrossRef Mouragnon E, Lhuillier M, Dhome M, Dekeyser F, Sayd P (2009) Generic and real-time structure from motion using local bundle adjustment. Image Vision Comput 27(8):1178–1193CrossRef
go back to reference Murillo A, Guerrero J, Sagüés C (2007) SURF features for efficient robot localization with omnidirectional images. In: IEEE international conference on robotics and automation, ICRA’07, Rome, Italie, Apr 2007, pp 3901–3907 Murillo A, Guerrero J, Sagüés C (2007) SURF features for efficient robot localization with omnidirectional images. In: IEEE international conference on robotics and automation, ICRA’07, Rome, Italie, Apr 2007, pp 3901–3907
go back to reference Nistér D (2004) An efficient solution to the five-point relative pose problem. Trans Pattern Anal Mach Intell 26(6):756–770CrossRef Nistér D (2004) An efficient solution to the five-point relative pose problem. Trans Pattern Anal Mach Intell 26(6):756–770CrossRef
go back to reference Pajdla T, Hlaváč V (1999) Zero phase representation of panoramic images for image based localization. In: 8th international conference on computer analysis of images and patterns, Ljubljana, Slovénie, Sep 1999, pp 550–557 Pajdla T, Hlaváč V (1999) Zero phase representation of panoramic images for image based localization. In: 8th international conference on computer analysis of images and patterns, Ljubljana, Slovénie, Sep 1999, pp 550–557
go back to reference Pollefeys M, Gool LV, Vergauwen M, Verbiest F, Cornelis K, Tops J, Koch R (2004) Visual modeling with a hand-held camera. Int J Comput Vision 59(3):207–232CrossRef Pollefeys M, Gool LV, Vergauwen M, Verbiest F, Cornelis K, Tops J, Koch R (2004) Visual modeling with a hand-held camera. Int J Comput Vision 59(3):207–232CrossRef
go back to reference Royer E, Lhuillier M, Dhome M, Lavest J-M (2007) Monocular vision for mobile robot localization and autonomous navigation. Int J Comput Vision 74:237–260, special joint issue on vision and roboticsCrossRef Royer E, Lhuillier M, Dhome M, Lavest J-M (2007) Monocular vision for mobile robot localization and autonomous navigation. Int J Comput Vision 74:237–260, special joint issue on vision and roboticsCrossRef
go back to reference Samson C (1995) Control of chained systems. Application to path following and time-varying stabilization of mobile robots. IEEE Trans Autom Control 40(1):64–77MathSciNetMATHCrossRef Samson C (1995) Control of chained systems. Application to path following and time-varying stabilization of mobile robots. IEEE Trans Autom Control 40(1):64–77MathSciNetMATHCrossRef
go back to reference Svoboda T, Pajdla T,(2001) Matching in catadioptric images with appropriate windows and outliers removal. In: 9th international conference on computer analysis of images and patterns, Berlin, Allemagne, Sep 2001, pp 733–740 Svoboda T, Pajdla T,(2001) Matching in catadioptric images with appropriate windows and outliers removal. In: 9th international conference on computer analysis of images and patterns, Berlin, Allemagne, Sep 2001, pp 733–740
go back to reference Tamimi A, Andreasson H, Treptow A, Duckett T, Zell A (2005) Localization of mobile robots with omnidirectional vision using particle filter and iterative SIFT. In: 2nd European conference on mobile robots (ECMR), Ancona, Italie, Sep 2005, pp 2–7 Tamimi A, Andreasson H, Treptow A, Duckett T, Zell A (2005) Localization of mobile robots with omnidirectional vision using particle filter and iterative SIFT. In: 2nd European conference on mobile robots (ECMR), Ancona, Italie, Sep 2005, pp 2–7
go back to reference Thormählen T, Broszio H, Weissenfeld A (2004) Keyframe selection for camera motion and structure estimation from multiple views. In: 8th European conference on computer vision (ECCV), Prague, Czech Republic, May 2004, pp 523–535 Thormählen T, Broszio H, Weissenfeld A (2004) Keyframe selection for camera motion and structure estimation from multiple views. In: 8th European conference on computer vision (ECCV), Prague, Czech Republic, May 2004, pp 523–535
go back to reference Thuilot B, Bom J, Marmoiton F, Martinet P (2004) Accurate automatic guidance of an urban electric vehicle relying on a kinematic GPS sensor. In: 5th IFAC symposium on intelligent autonomous vehicles, IAV’04, Instituto Superior Técnico, Lisbonne, Portugal, Jul 2004 Thuilot B, Bom J, Marmoiton F, Martinet P (2004) Accurate automatic guidance of an urban electric vehicle relying on a kinematic GPS sensor. In: 5th IFAC symposium on intelligent autonomous vehicles, IAV’04, Instituto Superior Técnico, Lisbonne, Portugal, Jul 2004
go back to reference Torr P (2002) Bayesian model estimation and selection for epipolar geometry and generic manifold fitting. Int J Comput Vision 50(1):35–61MATHCrossRef Torr P (2002) Bayesian model estimation and selection for epipolar geometry and generic manifold fitting. Int J Comput Vision 50(1):35–61MATHCrossRef
go back to reference Triggs B, McLauchlan P, Hartley R, Fitzgibbon A (2000) Bundle adjustment – a modern synthesis. In: Triggs B, Zisserman A, Szeliski R (eds) Vision algorithms: theory and practice, vol 1883, Lecture notes in computer science. Springer, Berlin, pp 298–372CrossRef Triggs B, McLauchlan P, Hartley R, Fitzgibbon A (2000) Bundle adjustment – a modern synthesis. In: Triggs B, Zisserman A, Szeliski R (eds) Vision algorithms: theory and practice, vol 1883, Lecture notes in computer science. Springer, Berlin, pp 298–372CrossRef
go back to reference Tsakiris D, Rives P, Samson C (1998) Extending visual servoing techniques to nonholonomic mobile robots. In: GHD Kriegman, A Morse (eds) The confluence of vision and control, LNCIS, vol 237. Springer, London/New York, pp 106–117 Tsakiris D, Rives P, Samson C (1998) Extending visual servoing techniques to nonholonomic mobile robots. In: GHD Kriegman, A Morse (eds) The confluence of vision and control, LNCIS, vol 237. Springer, London/New York, pp 106–117
go back to reference Wangsiripitak S, Murray D (2009) Avoiding moving outliers in visual SLAM by tracking moving objects. In: IEEE international conference on robotics and automation, ICRA’09, Kobe, Japan, pp 705–710 Wangsiripitak S, Murray D (2009) Avoiding moving outliers in visual SLAM by tracking moving objects. In: IEEE international conference on robotics and automation, ICRA’09, Kobe, Japan, pp 705–710
go back to reference Yamauchi B, Langley P (1997) Spatial learning for navigation in dynamic environments. IEEE Trans Syst Man Cybern 26(3):496–505 Yamauchi B, Langley P (1997) Spatial learning for navigation in dynamic environments. IEEE Trans Syst Man Cybern 26(3):496–505
go back to reference Zhang Z, Deriche R, Faugeras O, Luong Q-T (1995) A robust technique for matching two uncalibrated images through the recovery of the unknown epipolar geometry. Artif Intell J 78:87–119CrossRef Zhang Z, Deriche R, Faugeras O, Luong Q-T (1995) A robust technique for matching two uncalibrated images through the recovery of the unknown epipolar geometry. Artif Intell J 78:87–119CrossRef
go back to reference Zodiac T (1995) In: dewit Canedas C, Siciliano B, Bastin G (eds) Theory of robot control. Springer, Berlin Zodiac T (1995) In: dewit Canedas C, Siciliano B, Bastin G (eds) Theory of robot control. Springer, Berlin
Metadata
Title
Vision-Based Topological Navigation: An Implicit Solution to Loop Closure
Authors
Dr. Youcef Mezouar
Prof. Jonathan Courbon
Prof. Philippe Martinet
Copyright Year
2012
Publisher
Springer London
DOI
https://doi.org/10.1007/978-0-85729-085-4_53

Premium Partner