A Taxonomy of Vision Systems for Ground Mobile Robots

This paper introduces a taxonomy of vision systems for ground mobile robots. In the last five years, a significant number of relevant papers have contributed to this subject. Firstly, a thorough review of the papers is proposed to discuss and classify both past and the most current approaches in the field. As a result, a global picture of the state of the art of the last five years is obtained. Moreover, the study of the articles is used to put forward a comprehensive taxonomy based on the most up-to-date research in ground mobile robotics. In this sense, the paper aims at being especially helpful to both budding and experienced researchers in the areas of vision systems and mobile ground robots. The taxonomy described is devised from a novel perspective, namely in order to respond to the main questions posed when designing robotic vision systems: why?, what for?, what with?, how?, and where? The answers are derived from the most relevant techniques described in the recent literature, leading in a natural way to a series of classifications that are discussed and contextualized. The article offers a global picture of the state of the art in the area and discovers some promising research lines.

[1]  Amitava Chatterjee,et al.  Development of a real-life EKF based SLAM system for mobile robots employing vision sensing , 2011, Expert Syst. Appl..

[2]  Wolfram Burgard,et al.  Monte Carlo localization for mobile robots , 1999, Proceedings 1999 IEEE International Conference on Robotics and Automation (Cat. No.99CH36288C).

[3]  Paolo Pirjanian,et al.  The vSLAM Algorithm for Robust Localization and Mapping , 2005, Proceedings of the 2005 IEEE International Conference on Robotics and Automation.

[4]  Hakan Temeltas,et al.  A Fast and Robust Feature-Based Scan-Matching Method in 3D SLAM and the Effect of Sampling Strategies , 2013 .

[5]  Norman Weiss,et al.  Adaptive supervision of moving objects for mobile robotics applications , 2009, Robotics Auton. Syst..

[6]  Philippe Martinet,et al.  Autonomous Navigation of Vehicles from a Visual Memory Using a Generic Camera Model , 2009, IEEE Transactions on Intelligent Transportation Systems.

[7]  Cordelia Schmid,et al.  Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories , 2006, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06).

[8]  Mark J. Huiskes,et al.  The MIR flickr retrieval evaluation , 2008, MIR '08.

[9]  Antonio Fernández-Caballero,et al.  Segmenting Humans from Mobile Thermal Infrared Imagery , 2009, IWINAC.

[10]  Kikuhito Kawasue,et al.  Shape Measurement of a Sewer Pipe Using a Mobile Robot with Computer Vision , 2013 .

[11]  Xiaofei He,et al.  Locality Preserving Projections , 2003, NIPS.

[12]  Sebastian Thrun,et al.  Robotic mapping: a survey , 2003 .

[13]  Il Hong Suh,et al.  Indoor Place Classification Using Robot Behavior and Vision Data , 2011 .

[14]  Luis Miguel Bergasa,et al.  Real-time hierarchical stereo Visual SLAM in large-scale environments , 2010, Robotics Auton. Syst..

[15]  Manuel Mazo,et al.  Stereo Vision Tracking of Multiple Objects in Complex Indoor Environments , 2010, Sensors.

[16]  Brett Browning,et al.  3D Mapping for high-fidelity unmanned ground vehicle lidar simulation , 2012, Int. J. Robotics Res..

[17]  Alexei A. Efros,et al.  Using Multiple Segmentations to Discover Objects and their Extent in Image Collections , 2006, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06).

[18]  Ettore Stella,et al.  HiPER 3-D: An Omnidirectional Sensor for High Precision Environmental 3-D Reconstruction , 2012, IEEE Transactions on Industrial Electronics.

[19]  Wolfram Burgard,et al.  Point feature extraction on 3D range scans taking into account object boundaries , 2011, 2011 IEEE International Conference on Robotics and Automation.

[20]  Michael Happold,et al.  Image-based path planning for outdoor mobile robots , 2008, 2008 IEEE International Conference on Robotics and Automation.

[21]  Zhichao Chen,et al.  Qualitative Vision-Based Path Following , 2009, IEEE Transactions on Robotics.

[22]  Roland Siegwart,et al.  BRISK: Binary Robust invariant scalable keypoints , 2011, 2011 International Conference on Computer Vision.

[23]  Yong-Tae Do Dividing Occluded Humans Based on an Artificial Neural Network for the Vision of a Surveillance Robot , 2009 .

[24]  Gigel Macesanu,et al.  Robust camera pose and scene structure analysis for service robotics , 2011, Robotics Auton. Syst..

[25]  Giulio Fontana,et al.  Rawseeds ground truth collection systems for indoor self-localization and mapping , 2009, Auton. Robots.

[26]  Maren Bennewitz,et al.  Efficient vision-based navigation , 2010, Auton. Robots.

[27]  Panagiotis Papadakis,et al.  Terrain traversability analysis methods for unmanned ground vehicles: A survey , 2013, Eng. Appl. Artif. Intell..

[28]  Joel W. Burdick,et al.  A probabilistic framework for object search with 6-DOF pose estimation , 2011, Int. J. Robotics Res..

[29]  Eris Chinellato,et al.  Pose Estimation Through Cue Integration: A Neuroscience-Inspired Approach , 2012, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[30]  Peter E. Hart,et al.  Nearest neighbor pattern classification , 1967, IEEE Trans. Inf. Theory.

[31]  Dorian Gálvez-López,et al.  Bags of Binary Words for Fast Place Recognition in Image Sequences , 2012, IEEE Transactions on Robotics.

[32]  Tianding Chen,et al.  Corridor Navigation and Obstacle Distance Estimation for Monocular Vision Mobile Robots , 2011 .

[33]  Jianwei Zhang,et al.  Discover Novel Visual Categories From Dynamic Hierarchies Using Multimodal Attributes , 2013, IEEE Transactions on Industrial Informatics.

[35]  Michael J. Swain,et al.  Color indexing , 1991, International Journal of Computer Vision.

[36]  Guohui Tian,et al.  Distributed environment representation and object localization system in intelligent space , 2012, Journal of Control Theory and Applications.

[37]  Thierry Peynot,et al.  The Marulan Data Sets: Multi-sensor Perception in a Natural Environment with Challenging Conditions , 2010, Int. J. Robotics Res..

[38]  Danica Kragic,et al.  Vision for Robotics , 2009, Found. Trends Robotics.

[39]  Heng Tao Shen,et al.  Principal Component Analysis , 2009, Encyclopedia of Biometrics.

[40]  Gary R. Bradski,et al.  ORB: An efficient alternative to SIFT or SURF , 2011, 2011 International Conference on Computer Vision.

[41]  Xu Chen,et al.  A Robot Indoor Position and Orientation Method based on 2D Barcode Landmark , 2011, J. Comput..

[42]  Grigorios Tsoumakas,et al.  Multi-Label Classification: An Overview , 2007, Int. J. Data Warehous. Min..

[43]  Hirokazu Kato,et al.  Marker tracking and HMD calibration for a video-based augmented reality conferencing system , 1999, Proceedings 2nd IEEE and ACM International Workshop on Augmented Reality (IWAR'99).

[44]  Nico Blodow,et al.  Fast Point Feature Histograms (FPFH) for 3D registration , 2009, 2009 IEEE International Conference on Robotics and Automation.

[45]  Luis Rubio,et al.  Comparison of Smart Visual Attention Mechanisms for Humanoid Robots , 2012 .

[46]  Bill Triggs,et al.  Histograms of oriented gradients for human detection , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[47]  Barbara Caputo,et al.  Incremental learning for place recognition in dynamic environments , 2007, 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[48]  Toshio Fukuda,et al.  Dynamic Event Interpretation and Description from Visual Scene Based on Cognitive Ontology for Recognition by a Robot , 2009, Int. J. Robotics Autom..

[49]  Helder Araújo,et al.  Active Stereo Tracking of $N\le 3$ Targets Using Line Scan Cameras , 2010, IEEE Transactions on Robotics.

[50]  Ben J. A. Kröse,et al.  Efficient data association for view based SLAM using connected dominating sets , 2009, Robotics Auton. Syst..

[51]  Muhammad Imran,et al.  Analysis of Vision systems and Taxonomy Formulation : An abstract model for generalization , 2011 .

[52]  Christian Wöhler,et al.  Accurate chequerboard corner localisation for camera calibration , 2011, Pattern Recognit. Lett..

[53]  Hiroaki Kitano,et al.  RoboCup: The Robot World Cup Initiative , 1997, AGENTS '97.

[54]  Miguel Cazorla,et al.  ImageCLEF 2013: The Vision, the Data and the Open Challenges , 2013, CLEF.

[55]  Thomas B. Moeslund,et al.  Thermal cameras and applications: a survey , 2013, Machine Vision and Applications.

[56]  Sorin Mihai Grigorescu,et al.  Generic fitted shapes (GFS): Volumetric object segmentation in service robotics , 2013, Robotics Auton. Syst..

[57]  Vladimir Vapnik,et al.  The Nature of Statistical Learning , 1995 .

[58]  Cezary Zielinski,et al.  Structures of visual servos , 2010, Robotics Auton. Syst..

[59]  M. Bertero,et al.  Ill-posed problems in early vision , 1988, Proc. IEEE.

[60]  Takashi Tsubouchi,et al.  Path-following algorithms and experiments for an unmanned surface vehicle , 2009 .

[61]  Chiou-Shann Fuh,et al.  Multiple Kernel Learning for Dimensionality Reduction , 2011, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[62]  Mark Fiala,et al.  Designing Highly Reliable Fiducial Markers , 2010, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[63]  De Xu,et al.  Ceiling-Based Visual Positioning for an Indoor Mobile Robot With Monocular Vision , 2009, IEEE Transactions on Industrial Electronics.

[64]  Laurent Itti,et al.  Ieee Transactions on Pattern Analysis and Machine Intelligence 1 Rapid Biologically-inspired Scene Classification Using Features Shared with Visual Attention , 2022 .

[65]  Luis Payá,et al.  Estimation of Visual Maps with a Robot Network Equipped with Vision Sensors , 2010, Sensors.

[66]  Chang-Woo Park,et al.  A robust facial feature detection on mobile robot platform , 2009, Machine Vision and Applications.

[67]  Jitendra Malik,et al.  Shape matching and object recognition using low distortion correspondences , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[68]  Anastasios N. Venetsanopoulos,et al.  Application of infrared thermal imaging in rehabilitation engineering: preliminary results , 2009, 2009 IEEE Toronto International Conference Science and Technology for Humanity (TIC-STH).

[69]  Giorgio Cannata,et al.  Models for the Design of Bioinspired Robot Eyes , 2008, IEEE Transactions on Robotics.

[70]  Shengyong Chen,et al.  Active vision in robotic systems: A survey of recent developments , 2011, Int. J. Robotics Res..

[71]  Luke Fletcher,et al.  A High-rate, Heterogeneous Data Set From The DARPA Urban Challenge , 2010, Int. J. Robotics Res..

[72]  Libor Preucil,et al.  Simple yet stable bearing-only navigation , 2010, J. Field Robotics.

[73]  Danijela Ristic-Durrant,et al.  Stereo Vision-Based Human Tracking for Robotic Follower , 2013 .

[74]  Basilio Sierra,et al.  Fusing multiple image transformations and a thermal sensor with kinect to improve person detection ability , 2013, Eng. Appl. Artif. Intell..

[75]  Andrew Zisserman,et al.  Scene Classification Using a Hybrid Generative/Discriminative Approach , 2008, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[76]  Wang Qi,et al.  Review on camera calibration , 2010, 2010 Chinese Control and Decision Conference.

[77]  Teodiano Freire Bastos Filho,et al.  Robotic wheelchair controlled through a vision-based interface , 2011, Robotica.

[78]  Matti Pietikäinen,et al.  Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[79]  Stanley T. Birchfield,et al.  Autonomous exploration using rapid perception of low-resolution image information , 2012, Auton. Robots.

[80]  Tony Lindeberg,et al.  Object recognition using composed receptive field histograms of higher dimensionality , 2004, Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004..

[81]  Martin Halvey,et al.  Effective venue image retrieval using robust feature extraction and model constrained matching for mobile robot localization , 2012, Machine Vision and Applications.

[82]  Nicholas Roy,et al.  Indoor scene recognition by a mobile robot through adaptive object detection , 2013, Robotics Auton. Syst..

[83]  Pejman Iravani,et al.  Probabilistic models for robot-based object segmentation , 2011, Robotics Auton. Syst..

[84]  Wolfram Burgard,et al.  OctoMap : A Probabilistic , Flexible , and Compact 3 D Map Representation for Robotic Systems , 2010 .

[85]  Eiji Hayashi,et al.  Development of an indoor navigation system for a monocular-vision-based autonomous mobile robot , 2009, Artificial Life and Robotics.

[86]  Ray A. Jarvis,et al.  Eye-Full Tower: A GPU-based variable multibaseline omnidirectional stereovision system with automatic baseline selection for outdoor mobile robot navigation , 2010, Robotics Auton. Syst..

[87]  Ronald P. S. Mahler,et al.  Statistical Multisource-Multitarget Information Fusion , 2007 .

[88]  Tom Drummond,et al.  Faster and Better: A Machine Learning Approach to Corner Detection , 2008, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[89]  Jagath Samarabandu,et al.  Robust and Efficient Feature Tracking for Indoor Navigation , 2009, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[90]  George K. I. Mann,et al.  Landmark detection and localization for mobile robot applications: a multisensor approach , 2009, Robotica.

[91]  김종록,et al.  옴니 카메라의 전방향 영상을 이용한 이동 로봇의 위치 인식 시스템 , 2011 .

[92]  Jung-Hua Chou,et al.  A Novel Machine Vision-Based Mobile Robot Navigation System in an Unknown Environment , 2010, Int. J. Robotics Autom..

[93]  Heinz Woern,et al.  Adaptive Robot Based Visual Inspection of Complex Parts , 2003 .

[94]  Edwin Olson,et al.  AprilTag: A robust and flexible visual fiducial system , 2011, 2011 IEEE International Conference on Robotics and Automation.

[95]  Sungshin Kim,et al.  Implementation of real-time positioning system using extended Kalman filter and artificial landmark on ceiling , 2012 .

[96]  Mohammed Marey,et al.  A Kalman-Filter-Based Method for Pose Estimation in Visual Servoing , 2010, IEEE Transactions on Robotics.

[97]  Hyungsuck Cho,et al.  Bayesian Sensor Fusion of Monocular Vision and Laser Structured Light Sensor for Robust Localization of a Mobile Robot , 2010 .

[98]  Takashi Tsubouchi,et al.  Autonomous robot navigation in outdoor cluttered pedestrian walkways , 2009, J. Field Robotics.

[99]  Myo Taeg Lim,et al.  Obstacle avoidance method for multi-agent robots using IR sensor and image information , 2012 .

[100]  Peter K. Allen,et al.  An SVM learning approach to robotic grasping , 2004, IEEE International Conference on Robotics and Automation, 2004. Proceedings. ICRA '04. 2004.

[101]  Gamini Dissanayake,et al.  Convergence and Consistency Analysis for Extended Kalman Filter Based SLAM , 2007, IEEE Transactions on Robotics.

[102]  Domenico Prattichizzo,et al.  An accurate and robust visual-compass algorithm for robot-mounted omnidirectional cameras , 2012, Robotics Auton. Syst..

[103]  Ananth Ranganathan PLISS: labeling places using online changepoint detection , 2012, Auton. Robots.

[104]  Byung-Suk Park,et al.  Inch-Worm Robot with Automatic Pipe Tracking Capability for the Feeder Pipe Inspection of a PHWR , 2008 .

[105]  Gordon Wyeth,et al.  CAT-SLAM: probabilistic localisation and mapping using a continuous appearance-based trajectory , 2012, Int. J. Robotics Res..

[106]  Roland Siegwart,et al.  Combined visual odometry and visual compass for off-road mobile robots localization , 2011, Robotica.

[107]  Torsten Bertram,et al.  Floor segmentation of omnidirectional images for mobile robot visual navigation , 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[108]  Andrew Zisserman,et al.  Multiple kernels for object detection , 2009, 2009 IEEE 12th International Conference on Computer Vision.

[109]  Heping Zhu,et al.  Robust Crop and Weed Segmentation under Uncontrolled Outdoor Illumination , 2011, Sensors.

[110]  Junhao Xiao,et al.  Planar Segment Based Three‐dimensional Point Cloud Registration in Outdoor Environments , 2013, J. Field Robotics.

[111]  Bernd Jähne,et al.  Practical handbook on image processing for scientific applications , 1997 .

[112]  John Devlin,et al.  A 3-degree of freedom binary search pose estimation technique , 2013, Machine Vision and Applications.

[113]  Philippe Martinet,et al.  Dynamic visual servoing from sequential regions of interest acquisition , 2012, Int. J. Robotics Res..

[114]  J. Ruiz-del-Solar,et al.  Context - dependent color segmentation for Aibo robots , 2006, 2006 IEEE 3rd Latin American Robotics Symposium.

[115]  Peter Stone,et al.  Color learning and illumination invariance on mobile robots: A survey , 2009, Robotics Auton. Syst..

[116]  Byung-Ju Yi,et al.  Task-oriented navigation algorithms for an outdoor environment with colored borders and obstacles , 2013, Intell. Serv. Robotics.

[117]  Vincent Lepetit,et al.  BRIEF: Binary Robust Independent Elementary Features , 2010, ECCV.

[118]  Christopher Hunt,et al.  Notes on the OpenSURF Library , 2009 .

[119]  Lyudmila Mihaylova,et al.  Extended Object Tracking Using Monte Carlo Methods , 2008, IEEE Transactions on Signal Processing.

[120]  Young-Chul Kim,et al.  Implementation of Path Finding Method using 3D Mapping for Autonomous Robotic , 2008 .

[121]  Jae-Young Choi,et al.  Study on the Localization Improvement of the Dead Reckoning using the INS Calibrated by the Fusion Sensor Network Information , 2012 .

[122]  Maja J. Mataric,et al.  The Robotics Primer , 2007 .

[123]  S. Y. Chen,et al.  Kalman Filter for Robot Vision: A Survey , 2012, IEEE Transactions on Industrial Electronics.

[124]  Mikhail Frank,et al.  Learning spatial object localization from vision on a humanoid robot , 2012 .

[125]  João Pedro Barreto,et al.  sRD-SIFT: Keypoint Detection and Matching in Images With Radial Distortion , 2012, IEEE Transactions on Robotics.

[126]  Trung-Dung Vu,et al.  Grid-based localization and local mapping with moving object detection and tracking , 2011, Inf. Fusion.

[127]  James J. Little,et al.  Path Planning for Improved Visibility Using a Probabilistic Road Map , 2010, IEEE Transactions on Robotics.

[128]  J. Miura,et al.  Robust Stereo-Based Person Detection and Tracking for a Person Following Robot , 2009 .

[129]  Frederic Maire,et al.  Automatic Place Determination using Colour Histograms and Self-Organising Maps , 2007 .

[130]  Jae-Bok Song,et al.  Monocular Vision-Based SLAM in Indoor Environment Using Corner, Lamp, and Door Features From Upward-Looking Camera , 2011, IEEE Transactions on Industrial Electronics.

[131]  Ryan M. Rifkin,et al.  In Defense of One-Vs-All Classification , 2004, J. Mach. Learn. Res..

[132]  Gerd Hirzinger,et al.  Extrinsic and depth calibration of ToF-cameras , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[133]  Widodo Budiharto,et al.  A New Method Obstacle Avoidance for Service Robots in Indoor Environments , 2012 .

[134]  Teresa A. Vidal-Calleja,et al.  Fusing Monocular Information in Multicamera SLAM , 2008, IEEE Transactions on Robotics.

[135]  Alexandre Bernardino,et al.  A review of log-polar imaging for visual perception in robotics , 2010, Robotics and Autonomous Systems.

[136]  Cordelia Schmid,et al.  Indexing Based on Scale Invariant Interest Points , 2001, ICCV.

[137]  Cristiano Premebida,et al.  Fusing LIDAR, camera and semantic information: A context-based approach for pedestrian detection , 2013, Int. J. Robotics Res..

[138]  Ian D. Walker,et al.  Interactive Perception of Rigid and Non-Rigid Objects , 2012 .

[139]  Roland Siegwart,et al.  Introduction to Autonomous Mobile Robots, Second Edition , 2011, Intelligent robotics and autonomous agents.

[140]  Manfredi Maggiore,et al.  Path following using transverse feedback linearization: Application to a maglev positioning system , 2009, 2009 American Control Conference.

[141]  Xose Manuel Pardo,et al.  Feature analysis for human recognition and discrimination: Application to a person-following behaviour in a mobile robot , 2012, Robotics Auton. Syst..

[142]  Paolo Dario,et al.  Real-Time 3D Stereo Tracking and Localizing of Spherical Objects with the iCub Robotic Platform , 2011, J. Intell. Robotic Syst..

[143]  Jie Yang,et al.  Localization for Multirobot Formations in Indoor Environment , 2010, IEEE/ASME Transactions on Mechatronics.

[144]  Roland Siegwart,et al.  Introduction to Autonomous Mobile Robots , 2004 .

[145]  G LoweDavid,et al.  Distinctive Image Features from Scale-Invariant Keypoints , 2004 .

[146]  Óscar Martínez Mozos,et al.  A comparative evaluation of interest point detectors and local descriptors for visual SLAM , 2010, Machine Vision and Applications.

[147]  Bingrong Hong,et al.  Novel indoor mobile robot navigation using monocular vision , 2008, Eng. Appl. Artif. Intell..

[148]  W. Cleveland,et al.  Smoothing by Local Regression: Principles and Methods , 1996 .

[149]  Haizhou Li,et al.  Robust Multiperson Detection and Tracking for Mobile Service and Social Robots , 2012, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[150]  Francisco Bonin-Font,et al.  Visual Navigation for Mobile Robots: A Survey , 2008, J. Intell. Robotic Syst..

[151]  Widodo Budiharto,et al.  A New Obstacle Avoidance Method for Service Robots in Indoor Environments , 2012 .

[152]  Seokwon Yeom,et al.  Person-Specific Face Detection in a Scene with Optimum Composite Filtering and Colour-Shape Information , 2013 .

[153]  Seung-Hun Kim,et al.  Novel fire detection device for robotic fire fighting , 2010, ICCAS 2010.

[154]  David W. Murray,et al.  Simultaneous Localization and Map-Building Using Active Vision , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[155]  Pramod K. Varshney,et al.  Multisensor Data Fusion , 1997, IEA/AIE.

[156]  T. Başar,et al.  A New Approach to Linear Filtering and Prediction Problems , 2001 .

[157]  Barbara Caputo,et al.  Towards semi-supervised learning of semantic spatial concepts for mobile robots , 2010 .

[158]  Stefanie Nowak,et al.  New Strategies for Image Annotation: Overview of the Photo Annotation Task at ImageCLEF 2010 , 2010, CLEF.

[159]  Jang-Myung Lee,et al.  A Study on the Visual Servoing of Autonomous Mobile Inverted Pendulum , 2013 .

[160]  Antonio Fernández-Caballero,et al.  Optical flow or image subtraction in human detection from infrared camera on mobile robot , 2010, Robotics Auton. Syst..

[161]  Antonio Torralba,et al.  Context-based vision system for place and object recognition , 2003, Proceedings Ninth IEEE International Conference on Computer Vision.

[162]  Antonio Fernández-Caballero,et al.  Mobile robot map building from time-of-flight camera , 2012, Expert Syst. Appl..

[163]  Antonio Fernández-Caballero,et al.  Agent-oriented modeling and development of a person-following mobile robot , 2011, Expert Syst. Appl..

[164]  Kwangsoo Kim,et al.  A novel line of sight control system for a robot vision tracking system, using vision feedback and motion-disturbance feedforward compensation , 2012, Robotica (Cambridge. Print).

[165]  Jesús Martínez Gómez,et al.  Combining invariant features and localization techniques for visual place classification: successful experiences in the robotVision@ImageCLEF competition , 2011 .

[166]  Bruce Randall Donald,et al.  Mobile Robot Self-Localization without Explicit Landmarks , 2000, Algorithmica.

[167]  Laurent Itti,et al.  Biologically Inspired Mobile Robot Vision Localization , 2009, IEEE Transactions on Robotics.

[168]  박정민,et al.  Obstacle avoidance method for multi-agent robots using IR sensor and image information , 2012 .

[169]  Ai Poh Loh,et al.  Hand Posture and Face Recognition Using a Fuzzy-Rough Approach , 2010, Int. J. Humanoid Robotics.

[170]  Guillaume-Alexandre Bilodeau,et al.  An iterative integrated framework for thermal-visible image registration, sensor fusion, and people tracking for video surveillance applications , 2012, Comput. Vis. Image Underst..

[171]  Mubarak Shah,et al.  Learning human actions via information maximization , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[172]  Junhao Xiao,et al.  Three-dimensional point cloud plane segmentation in both structured and unstructured environments , 2013, Robotics Auton. Syst..

[173]  Myo-Taeg Lim,et al.  Local Environment Recognition System Using Modified SURF-Based 3D Panoramic Environment Map for Obstacle Avoidance of a Humanoid Robot , 2013 .

[174]  Jean Ponce,et al.  Computer Vision: A Modern Approach , 2002 .

[175]  Zhengyou Zhang,et al.  Camera calibration with one-dimensional objects , 2002, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[176]  Kenichiro Nonaka,et al.  Optimal online generation of obstacle avoidance trajectory running on a low speed embedded CPU for vehicles , 2010, 2010 IEEE International Conference on Control Applications.

[177]  Heiko Wersing,et al.  Active 3D Object Localization Using a Humanoid Robot , 2011, IEEE Transactions on Robotics.

[178]  Christopher Rasmussen,et al.  RoadCompass: following rural roads with vision + ladar using vanishing point tracking , 2008, Auton. Robots.

[179]  Nir Friedman,et al.  Bayesian Network Classifiers , 1997, Machine Learning.

[180]  Xianzhong Dai,et al.  Reliable people tracking approach for mobile robot in indoor environments , 2010 .

[181]  Pietro Perona,et al.  Learning Generative Visual Models from Few Training Examples: An Incremental Bayesian Approach Tested on 101 Object Categories , 2004, 2004 Conference on Computer Vision and Pattern Recognition Workshop.

[182]  Peter Stone,et al.  A Low Cost Ground Truth Detection System for RoboCup Using the Kinect , 2011, RoboCup.

[183]  Alvaro Soto,et al.  Human detection using a mobile platform and novel features derived from a visual saliency mechanism , 2010, Image Vis. Comput..

[184]  Zijian Zhao,et al.  A flexible method combining camera calibration and hand-eye calibration , 2013, Robotica.

[185]  Darren M. Dawson,et al.  Adaptive visual servo regulation control for camera-in-hand configuration with a fixed-camera extension , 2007, 2007 46th IEEE Conference on Decision and Control.

[186]  Geoffrey A. Hollinger,et al.  HERB: a home exploring robotic butler , 2010, Auton. Robots.

[187]  Aly A. Farag,et al.  A Fully Automatic Method to Extract the Heart Rate from Thermal Video , 2013, 2013 IEEE Conference on Computer Vision and Pattern Recognition Workshops.

[188]  Jin-Oh Kim,et al.  Development of a Vision-based Crack Detection Algorithm for Bridge Inspection , 2008 .

[189]  Illah R. Nourbakhsh,et al.  A survey of socially interactive robots , 2003, Robotics Auton. Syst..

[190]  W. John Kress,et al.  Leafsnap: A Computer Vision System for Automatic Plant Species Identification , 2012, ECCV.

[191]  Jorge J. Gómez-Sanz,et al.  Development of intelligent multisensor surveillance systems with agents , 2007, Robotics Auton. Syst..

[192]  Antonio Fernández-Caballero,et al.  Robotics and Autonomous Systems in the 50th Anniversary of Artificial Intelligence , 2007, Robotics Auton. Syst..

[193]  Se-Young Oh,et al.  SLAM in Indoor Environments using Omni-directional Vertical and Horizontal Line Features , 2008, J. Intell. Robotic Syst..

[194]  J. Paul Siebert,et al.  Towards a unified visual framework in a binocular active robot vision system , 2010, Robotics Auton. Syst..

[195]  Dieter Fox,et al.  RGB-D mapping: Using Kinect-style depth cameras for dense 3D modeling of indoor environments , 2012, Int. J. Robotics Res..

[196]  Vladimir N. Vapnik,et al.  The Nature of Statistical Learning Theory , 2000, Statistics for Engineering and Information Science.

[197]  Domenico Prattichizzo,et al.  Image-based Visual Servoing with Central Catadioptric Cameras , 2008, Int. J. Robotics Res..

[198]  Luc Van Gool,et al.  Learning Generative Models for Multi-Activity Body Pose Estimation , 2008, International Journal of Computer Vision.

[199]  Andrea Sanna,et al.  Mixed Marker-Based/Marker-Less Visual Odometry System for Mobile Robots , 2013 .

[200]  Jan Hoffmann,et al.  A Real-Time Auto-Adjusting Vision System for Robotic Soccer , 2003, RoboCup.

[201]  Najeem Lawal,et al.  Analysis and characterization of embedded vision systems for taxonomy formulation , 2013, Electronic Imaging.

[202]  Yunhui Liu,et al.  Adaptive Visual Servoing Using Point and Line Features With an Uncalibrated Eye-in-Hand Camera , 2008, IEEE Transactions on Robotics.

[203]  John K. Tsotsos,et al.  Visual search for an object in a 3D environment using a mobile robot , 2010, Comput. Vis. Image Underst..

[204]  Marie-Pierre Gleizes,et al.  Deliberative control components for eldercare robot team cooperation , 2015, J. Intell. Fuzzy Syst..

[205]  Bruno Lara,et al.  Robot Positioning Using Camera-Space Manipulation With a Linear Camera Model , 2010, IEEE Transactions on Robotics.