Survey on Visual Servoing for Manipulation

Vision guided robotics has been one of the major research issue for more than three decades. The more recent technological development facilitated the advancement in the area which has resulted in a number of successful and even commercial systems using off–the–shelf hardware. The applications of visually guided systems are many: from intelligent homes to automotive industry. However, one of the open and commonly stated problems in the area is the need for exchange of experiences and research ideas. In our opinion, a good starting point for this is to advertise the successes and propose a common terminology in form of a survey paper. The paper concentrates on different types of visual servoing: image based, position based and 2 1/2D visual servoing. Different issues concerning both the hardware and software requirements are considered and the most prominent contributions are reviewed. The proposed terminology is used to introduce a young researcher and lead the experts in the field through a three decades long historical field of vision guided robotics. We also include a number of real–world examples from our own research providing not only a conceptual framework but also illustrating most of the issues covered in the paper.

[1]  Lawrence G. Roberts,et al.  Machine Perception of Three-Dimensional Solids , 1963, Outstanding Dissertations in the Computer Sciences.

[2]  Yoshiaki Shirai,et al.  Guiding a robot by visual feedback in assembling tasks , 1973, Pattern Recognit..

[3]  D Marr,et al.  Cooperative computation of stereo disparity. , 1976, Science.

[4]  Demetri Terzopoulos Matching Deformable Models to Images: Direct and Iterative Solutions , 1987, Topical Meeting on Machine Vision.

[5]  Robert C. Bolles,et al.  Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography , 1981, CACM.

[6]  Dana H. Ballard,et al.  Generalizing the Hough transform to detect arbitrary shapes , 1981, Pattern Recognit..

[7]  John E. W. Mayhew,et al.  Psychophysical and Computational Studies Towards a Theory of Human Stereopsis , 1981, Artif. Intell..

[8]  H. C. Longuet-Higgins,et al.  A computer algorithm for reconstructing a scene from two projections , 1981, Nature.

[9]  Martin A. Fischler,et al.  Computational Stereo , 1982, CSUR.

[10]  Sundaram Ganapathy,et al.  Decomposition of transformation matrices for robot vision , 1984, Pattern Recognition Letters.

[11]  Thomas S. Huang,et al.  Uniqueness and Estimation of Three-Dimensional Motion Parameters of Rigid Objects with Curved Surfaces , 1984, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[12]  Lee E. Weiss,et al.  Dynamic visual servo control of robots: An adaptive image-based approach , 1985, Proceedings. 1985 IEEE International Conference on Robotics and Automation.

[13]  John J. Craig,et al.  Introduction to Robotics Mechanics and Control , 1986 .

[14]  Rashpal S. Ahluwalia,et al.  A modular approach to visual servoing , 1986, Proceedings. 1986 IEEE International Conference on Robotics and Automation.

[15]  Francis L. Merat,et al.  Introduction to robotics: Mechanics and control , 1987, IEEE J. Robotics Autom..

[16]  Steven B. Skaar,et al.  Camera-Space Manipulation , 1987 .

[17]  Demetri Terzopoulos,et al.  On Matching Deformable Models to Images , 1987, Topical Meeting on Machine Vision.

[18]  F. Yuan,et al.  Vision guided robots for automated assembly , 1988, Proceedings. 1988 IEEE International Conference on Robotics and Automation.

[19]  Josef Kittler,et al.  A survey of the hough transform , 1988, Comput. Vis. Graph. Image Process..

[20]  Tony P. Pridmore,et al.  TINA: a 3D vision system for pick and place , 1988, Image Vis. Comput..

[21]  Azriel Rosenfeld,et al.  Computer Vision , 1988, Adv. Comput..

[22]  R. Bajcsy Active perception , 1988, Proc. IEEE.

[23]  Russell L. Andersson,et al.  Understanding and applying a robot ping-pong player's expert controller , 1989, Proceedings, 1989 International Conference on Robotics and Automation.

[24]  Radu Horaud,et al.  An analytic solution for the perspective 4-point problem , 1989, Proceedings CVPR '89: IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[25]  R. L. Andersson Dynamic sensing in a ping-pong playing robot , 1989, IEEE Trans. Robotics Autom..

[26]  W. Thomas Miller,et al.  Real-time application of neural networks for sensor-based control of robots with vision , 1989, IEEE Trans. Syst. Man Cybern..

[27]  Stephen Pollard,et al.  A multiprocessor 3D vision system for pick and place , 1990, BMVC.

[28]  Nasser Houshangi,et al.  Control of a robotic manipulator to grasp a moving target using vision , 1990, Proceedings., IEEE International Conference on Robotics and Automation.

[29]  J. T. Feddema,et al.  Adaptive image feature prediction and control for visual tracking with a moving camera , 1990, 1990 IEEE International Conference on Systems, Man, and Cybernetics Conference Proceedings.

[30]  Kevin W. Bowyer,et al.  Aspect graphs: An introduction and survey of recent results , 1990, Int. J. Imaging Syst. Technol..

[31]  Luc Van Gool,et al.  Stochastic predictive control of robot tracking systems with dynamic visual feedback , 1990, Proceedings., IEEE International Conference on Robotics and Automation.

[32]  Stephen Pollard,et al.  Multiprocessor 3D vision system for pick and place , 1991, Image Vis. Comput..

[33]  M. N. Granieri,et al.  A perception technique for a 3-D robotic stereo eye-in-hand vision system , 1991, Fifth International Conference on Advanced Robotics 'Robots in Unstructured Environments.

[34]  William J. Wilson,et al.  Direct dynamic control of a robot using an end-point mounted camera and Kalman filter position estimation , 1991, Proceedings. 1991 IEEE International Conference on Robotics and Automation.

[35]  Antti J. Koivo,et al.  Real-time vision feedback for servoing robotic manipulator with self-tuning controller , 1991, IEEE Trans. Syst. Man Cybern..

[36]  Ramesh C. Jain,et al.  Structure from motion-a critical analysis of methods , 1991, IEEE Trans. Syst. Man Cybern..

[37]  R. Sharma,et al.  Toward robust vision-based control: hand/eye coordination without calibration , 1991, Proceedings of the 1991 IEEE International Symposium on Intelligent Control.

[38]  Patrick Rives,et al.  Positioning of a robot with respect to an object, tracking it and estimating its velocity by visual servoing , 1991, Proceedings. 1991 IEEE International Conference on Robotics and Automation.

[39]  Z. Zenn Bien,et al.  Feature-based visual servoing of an eye-in-hand robot with improved tracking performance , 1991, Proceedings. 1991 IEEE International Conference on Robotics and Automation.

[40]  C. S. George Lee,et al.  Model-based visual feedback control for a hand-eye coordinated robotic system , 1992, Computer.

[41]  Anneliese Schrott Feature-based camera-guided grasping by an eye-in-hand robot , 1992, Proceedings 1992 IEEE International Conference on Robotics and Automation.

[42]  Patrick Rives,et al.  A new approach to visual servoing in robotics , 1992, IEEE Trans. Robotics Autom..

[43]  Patrick Rives,et al.  Singularities in the determination of the situation of a robot effector from the perspective view of 3 points , 1993 .

[44]  Takeo Kanade,et al.  Visual tracking of a moving target by a camera mounted on a robot: a combination of control and vision , 1993, IEEE Trans. Robotics Autom..

[45]  Giorgio C. Buttazzo,et al.  Mousebuster: a robot system for catching fast moving objects by vision , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[46]  Klaus Schulten,et al.  Implementation of self-organizing neural networks for visuo-motor control of an industrial robot , 1993, IEEE Trans. Neural Networks.

[47]  Peter K. Allen,et al.  Automated tracking and grasping of a moving object with a robotic hand-eye system , 1993, IEEE Trans. Robotics Autom..

[48]  Nikolaos Papanikolopoulos,et al.  On the use of snakes for 3-D robotic visual tracking , 1993, Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

[49]  Nikolaos Papanikolopoulos,et al.  Adaptive robotic visual tracking: theory and experiments , 1993, IEEE Trans. Autom. Control..

[50]  Peter Corke,et al.  VISUAL CONTROL OF ROBOT MANIPULATORS – A REVIEW , 1993 .

[51]  Fumio Miyazaki,et al.  Manipulator control by using servoing with the stereo vision , 1993, Proceedings of 1993 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS '93).

[52]  Graham A. Parker,et al.  The Surrey Attentive Robot Vision System , 1993, Int. J. Pattern Recognit. Artif. Intell..

[53]  Gerd Hirzinger,et al.  Task-directed programming of sensor-based robots , 1994, IROS.

[54]  Roberto Cipolla,et al.  Uncalibrated stereo hand-eye coordination , 1994, Image Vis. Comput..

[55]  Minoru Asada,et al.  Versatile visual servoing without knowledge of true Jacobian , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[56]  Nikolaos Papanikolopoulos,et al.  The Minnesota robotic visual tracker: a flexible testbed for vision-guided robotic research , 1994, Proceedings of IEEE International Conference on Systems, Man and Cybernetics.

[57]  Christian Laugier,et al.  An integrated approach to achieve dextrous grasping from task level specification , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[58]  Masayoshi Hashima,et al.  Satellite berthing experiment with a two-armed space robot , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[59]  Ruzena Bajcsy,et al.  Discrete Event Systems for autonomous mobile agents , 1994, Robotics Auton. Syst..

[60]  Peter K. Allen,et al.  Visual control of grasping and manipulation tasks , 1994, Proceedings of 1994 IEEE International Conference on MFI '94. Multisensor Fusion and Integration for Intelligent Systems.

[61]  Gabriel Abba,et al.  Recognition and localization of solid objects by a monocular vision system for robotic tasks , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[62]  Il Hong Suh,et al.  Fuzzy membership function based neural networks with applications to the visual servoing of robot manipulators , 1994, IEEE Trans. Fuzzy Syst..

[63]  Daniel E. Koditschek,et al.  Further progress in robot juggling: solvable mirror laws , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[64]  Gerd Hirzinger,et al.  Task directed programming of sensor based robots , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[65]  Seth Hutchinson,et al.  Visual compliance: task-directed visual servo control , 1994, IEEE Trans. Robotics Autom..

[66]  TasksBillibon H. Yoshimi,et al.  Visual Control of Grasping and Manipulation , 1994 .

[67]  Peter K. Allen,et al.  Active, uncalibrated visual servoing , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[68]  G. Abba,et al.  Real time robotic assembling of moving pieces by visual sensor , 1994, 1994 Proceedings of IEEE International Conference on Control and Applications.

[69]  Michel Dhome,et al.  Modelled object pose estimation and tracking by a multi-cameras system , 1994, 1994 Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

[70]  Christopher E. Smith,et al.  Computer vision issues during eye-in-hand robotic tasks , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[71]  Paolo Dario,et al.  Affine visual servoing: a framework for relative positioning with a robot , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[72]  Gregory D. Hager,et al.  Robot hand-eye coordination based on stereo vision , 1995 .

[73]  Michel Devy,et al.  Evaluation of calibration and localization methods for visually guided grasping , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[74]  Gregory D. Hager,et al.  Calibration-free visual control using projective invariance , 1995, Proceedings of IEEE International Conference on Computer Vision.

[75]  Daniel E. Koditschek,et al.  Toward a dynamical pick and place , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[76]  Christian Laugier,et al.  Automatic camera placement for robot vision tasks , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[77]  James L. Crowley Vision for man-machine interaction , 1995, Robotics Auton. Syst..

[78]  S. P. Mudur,et al.  Three-dimensional computer vision: a geometric viewpoint , 1993 .

[79]  Nikolaos Papanikolopoulos,et al.  Six degree-of-freedom hand/eye visual tracking with uncertain parameters , 1995, IEEE Trans. Robotics Autom..

[80]  Rachid Deriche,et al.  A Robust Technique for Matching two Uncalibrated Images Through the Recovery of the Unknown Epipolar Geometry , 1995, Artif. Intell..

[81]  Matthias Seitz,et al.  Towards vision assisted space robotics: some examples and experimental results , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[82]  Metin Sitti,et al.  Visual tracking for moving multiple objects: an integration of vision and control , 1995, 1995 Proceedings of the IEEE International Symposium on Industrial Electronics.

[83]  Pradeep K. Khosla,et al.  An extendable framework for expectation-based visual servoing using environment models , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[84]  Patrick Rives,et al.  Applying visual servoing techniques to control a mobile hand-eye system , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[85]  Konstantinos A. Tarabanis,et al.  A survey of sensor planning in computer vision , 1995, IEEE Trans. Robotics Autom..

[86]  François Chaumette,et al.  Compensation of abrupt motion changes in target tracking by visual servoing , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[87]  K. Hashimoto,et al.  Visual servoing with redundant features , 1996, Proceedings of 35th IEEE Conference on Decision and Control.

[88]  Daniel E. Koditschek,et al.  An active visual estimator for dexterous manipulation , 1996, IEEE Trans. Robotics Autom..

[89]  Il Hong Suh,et al.  A visual servoing algorithm using fuzzy logics and fuzzy-neural networks , 1996, Proceedings of IEEE International Conference on Robotics and Automation.

[90]  Mark W. Spong,et al.  Fixed-camera visual servo control for planar robots , 1996, Proceedings of IEEE International Conference on Robotics and Automation.

[91]  William J. Wilson,et al.  Coordinated controller design for position based robot visual servoing in Cartesian coordinates , 1996, Proceedings of IEEE International Conference on Robotics and Automation.

[92]  Peter I. Corke,et al.  A tutorial on visual servo control , 1996, IEEE Trans. Robotics Autom..

[93]  Peter I. Corke,et al.  Dynamic effects in visual closed-loop systems , 1996, IEEE Trans. Robotics Autom..

[94]  William J. Wilson,et al.  Relative end-effector control using Cartesian position based visual servoing , 1996, IEEE Trans. Robotics Autom..

[95]  Hidenori Kimura,et al.  Visual servoing with hand-eye manipulator-optimal control approach , 1996, IEEE Trans. Robotics Autom..

[96]  Martin Jagersand,et al.  Visual Servoing using Trust Region Methods and Estimation of the Full Coupled Visual-Motor Jacobian , 1996 .

[97]  Nikolaos Papanikolopoulos,et al.  Using active-deformable models to track deformable objects in robotic visual servoing experiments , 1996, Proceedings of IEEE International Conference on Robotics and Automation.

[98]  Hans-Hellmut Nagel,et al.  Automatic dismantling integrating optical flow into a machine vision-controlled robot system , 1996, Proceedings of IEEE International Conference on Robotics and Automation.

[99]  Giulio Sandini,et al.  Robust visual servoing in 3-D reaching tasks , 1996, IEEE Trans. Robotics Autom..

[100]  Mark H. Lee,et al.  Applying vision guidance in robotic food handling , 1996, IEEE Robotics Autom. Mag..

[101]  Konstantinos A. Tarabanis,et al.  Computing camera viewpoints in a robot work-cell , 1996, Proceedings of IEEE International Conference on Robotics and Automation.

[102]  Etienne Burdet,et al.  Adaptation of the visuo-motor coordination , 1996, Proceedings of IEEE International Conference on Robotics and Automation.

[103]  Patrick Rives,et al.  Visual servoing techniques applied to underwater vehicles , 1997, Proceedings of the 1997 IEEE/RSJ International Conference on Intelligent Robot and Systems. Innovative Robotics for Real-World Applications. IROS '97.

[104]  Rajeev Sharma,et al.  Motion perceptibility and its application to active vision-based servo control , 1997, IEEE Trans. Robotics Autom..

[105]  François Chaumette,et al.  Potential problems of stability and convergence in image-based and position-based visual servoing , 1997 .

[106]  Hans-Hellmut Nagel,et al.  Visually servoed gripping of a used car battery , 1997, Proceedings of the 1997 IEEE/RSJ International Conference on Intelligent Robot and Systems. Innovative Robotics for Real-World Applications. IROS '97.

[107]  CellLeena Ikonen A Computer Vision Approach for Robotized Handling of Sheets in aManufacturing , 1997 .

[108]  K. Hashimoto,et al.  Visual tracking of redundant features , 1997, Proceedings of IEEE/ASME International Conference on Advanced Intelligent Mechatronics.

[109]  Gerd Hirzinger,et al.  Real-time visual tracking of 3D objects with dynamic handling of occlusion , 1997, Proceedings of International Conference on Robotics and Automation.

[110]  Igor R. Belousov,et al.  Vision system for automatic capturing a moving object by the robot manipulator , 1997, Proceedings of the 1997 IEEE/RSJ International Conference on Intelligent Robot and Systems. Innovative Robotics for Real-World Applications. IROS '97.

[111]  Patrick Rives,et al.  Visual servoing techniques applied to an underwater vehicle , 1997, Proceedings of International Conference on Robotics and Automation.

[112]  Radu Horaud,et al.  Visual tracking of an end-effector by adaptive kinematic prediction , 1997, Proceedings of the 1997 IEEE/RSJ International Conference on Intelligent Robot and Systems. Innovative Robotics for Real-World Applications. IROS '97.

[113]  Juyang Weng,et al.  Vision-guided robot manipulator control as learning and recall using SHOSLIF , 1997, Proceedings of International Conference on Robotics and Automation.

[114]  Gerd Hirzinger,et al.  Real-time pose estimation of 3D objects from camera images using neural networks , 1997, Proceedings of International Conference on Robotics and Automation.

[115]  M. Fujita,et al.  Robust visual servo control for planar manipulators with the eye-in-hand configurations , 1997, Proceedings of the 36th IEEE Conference on Decision and Control.

[116]  Gregory D. Hager,et al.  A modular system for robust positioning using feedback from stereo vision , 1997, IEEE Trans. Robotics Autom..

[117]  Olac Fuentes,et al.  Experimental evaluation of uncalibrated visual servoing for precision manipulation , 1997, Proceedings of International Conference on Robotics and Automation.

[118]  Gabriele M. T. D'Eleuterio,et al.  The "feature CMAC": a neural-network-based vision system for robotic control , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[119]  Peter K. Allen,et al.  Design of a partitioned visual feedback controller , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[120]  David W. Capson,et al.  Robot position servoing using visual gap measurement , 1998, IMTC/98 Conference Proceedings. IEEE Instrumentation and Measurement Technology Conference. Where Instrumentation is Going (Cat. No.98CH36222).

[121]  François Chaumette,et al.  Positioning a coarse-calibrated camera with respect to an unknown object by 2D 1/2 visual servoing , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[122]  Emilio J. González-Galván,et al.  Towards a robotic plasma spraying operation using vision , 1998, IEEE Robotics Autom. Mag..

[123]  Markus Vincze,et al.  Performance evaluation of vision-based control tasks , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[124]  Pedro U. Lima,et al.  A testbed for robotic visual servoing and catching of moving objects , 1998, 1998 IEEE International Conference on Electronics, Circuits and Systems. Surfing the Waves of Science and Technology (Cat. No.98EX196).

[125]  Kurt Konolige,et al.  Small Vision Systems: Hardware and Implementation , 1998 .

[126]  Gerd Hirzinger,et al.  Proven Techniques for Robust Visual Servo Control , 1998 .

[127]  Radu Horaud,et al.  Robot Stereo-hand Coordination for Grasping Curved Parts , 1998, BMVC.

[128]  Fadi Dornaika,et al.  Visually guided object grasping , 1998, IEEE Trans. Robotics Autom..

[129]  Arthur C. Sanderson,et al.  Application of feature-based multi-view servoing for lamp filament alignment , 1998, IEEE Robotics Autom. Mag..

[130]  Shimon Edelman,et al.  Learning visually guided grasping: a test case in sensorimotor learning , 1998, IEEE Trans. Syst. Man Cybern. Part A.

[131]  Friedrich Lange,et al.  Predictive vision based control of high speed industrial robot paths , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[132]  The XVision system : a general-purpose substrate for portable real-time vision applications , 1998 .

[133]  Rajeev Sharma,et al.  The role of exploratory movement in visual servoing without calibration , 1998, Robotics Auton. Syst..

[134]  Michael Isard,et al.  Active Contours , 2000, Springer London.

[135]  Christian Scheering,et al.  Uncalibrated hand-eye coordination with a redundant camera system , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[136]  Minoru Asada,et al.  Adaptive hybrid control for visual and force servoing in an unknown environment , 1998, IEEE Robotics Autom. Mag..

[137]  José Manuel Iñesta Quereda,et al.  Vision-guided grasping of unknown objects for service robots , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[138]  Tae-Yong Kuc,et al.  Robust object tracking of robot manipulator using low-cost vision system , 1998, SMC'98 Conference Proceedings. 1998 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.98CH36218).

[139]  Di Xiao,et al.  Intelligent robotic manipulation with hybrid position/force control in an uncalibrated workspace , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[140]  Toshiro Noritsugu,et al.  Performance and sensitivity in visual servoing , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[141]  M.S. de Queiroz,et al.  Vision-based nonlinear tracking controllers with uncertain robot-camera parameters , 1999, 1999 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (Cat. No.99TH8399).

[142]  Danica Kragic,et al.  Integration of visual cues for active tracking of an end-effector , 1999, Proceedings 1999 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human and Environment Friendly Robots with High Intelligence and Emotional Quotients (Cat. No.99CH36289).

[143]  Danica Kragic,et al.  Using a redundant coarsely calibrated vision system for 3d grasping , 1999 .

[144]  Radu Horaud,et al.  Rigid and articulated motion seen with an uncalibrated stereo rig , 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision.

[145]  Roberto Cipolla,et al.  Visual tracking and control using Lie algebras , 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149).

[146]  Sung-Hyun Han,et al.  A study on real-time implementation of visual feedback control of robot manipulator , 1999, IEEE SMC'99 Conference Proceedings. 1999 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.99CH37028).

[147]  Takamasa Hori,et al.  Stereo visual servo of robot manipulators by estimated image features without 3D reconstruction , 1999, IEEE SMC'99 Conference Proceedings. 1999 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.99CH37028).

[148]  Ehud Rivlin,et al.  Image-based robot navigation under the perspective model , 1999, Proceedings 1999 IEEE International Conference on Robotics and Automation (Cat. No.99CH36288C).

[149]  Markus Vincze,et al.  Improving the robustness of image-based tracking to control 3D robot motions , 1999, Proceedings 10th International Conference on Image Analysis and Processing.

[150]  J. Armstrong Piepmeier,et al.  A dynamic Jacobian estimation method for uncalibrated visual servoing , 1999, 1999 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (Cat. No.99TH8399).

[151]  Philippe Martinet,et al.  Position based visual servoing using a non-linear approach , 1999, Proceedings 1999 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human and Environment Friendly Robots with High Intelligence and Emotional Quotients (Cat. No.99CH36289).

[152]  Visual servoing of a 6-DOF manipulator for unknown 3D profile following , 1999, Proceedings 1999 IEEE International Conference on Robotics and Automation (Cat. No.99CH36288C).

[153]  Emil M. Petriu,et al.  Vision-based sensing and control for space robotics applications , 1999, IEEE Trans. Instrum. Meas..

[154]  Gregory D. Hager,et al.  A Hierarchical Vision Architecture for Robotic Manipulation Tasks , 1999, ICVS.

[155]  Markus Vincze,et al.  An Integrated Framework for Robust Real-Time 3D Object Tracking , 1999, ICVS.

[156]  Harvey Lipkin,et al.  A dynamic quasi-Newton method for uncalibrated visual servoing , 1999, Proceedings 1999 IEEE International Conference on Robotics and Automation (Cat. No.99CH36288C).

[157]  Gregory D. Hager,et al.  Robust Vision for Vision-Based Control of Motion , 1999 .

[158]  Benedetto Allotta,et al.  On the use of linear camera-object interaction models in visual servoing , 1999, IEEE Trans. Robotics Autom..

[159]  Éric Marchand,et al.  Eye-in-hand/eye-to-hand cooperation for visual servoing , 2000, Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065).

[160]  François Chaumette,et al.  Multi-cameras visual servoing , 2000, Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065).

[161]  Gregory D. Hager,et al.  TwoDimensional ModelBased Tracking of Complex Shapes for Visual Servoing Tasks , 2000 .

[162]  Akio Namiki,et al.  1-ms sensory-motor fusion system , 2000 .

[163]  Gregory D. Hager,et al.  Robust Image Processing and PositionBased Visual Servoing , 2000 .

[164]  Danica Kragic,et al.  A Framework for Visual Servoing Tasks , 2000 .

[165]  Roberto Cipolla,et al.  Real-Time Tracking of Multiple Articulated Structures in Multiple Views , 2000, ECCV.

[166]  François Chaumette,et al.  Path planning in image space for robust visual servoing , 2000, Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065).

[167]  Lars Petersson,et al.  Mobile Manipulation — Getting a grip? , 2000 .

[168]  G. Hirzinger,et al.  Sensorimotor Skill Transfer of Compliant Motion , 2000 .

[169]  Markus Vincze,et al.  Dynamics and system performance of visual servoing , 2000, Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065).

[170]  Bernhard P. Wrobel,et al.  Multiple View Geometry in Computer Vision , 2001 .

[171]  Danica Kragic,et al.  Real-time tracking meets online grasp planning , 2001, Proceedings 2001 ICRA. IEEE International Conference on Robotics and Automation (Cat. No.01CH37164).

[172]  Danica Kragic Visual Servoing for Manipulation : Robustness and Integration Issues , 2001 .

[173]  Jacques Gangloff,et al.  Visual servoing of a 6-DOF manipulator for unknown 3-d profile following , 1999, IEEE Trans. Robotics Autom..

[174]  Roberto Cipolla,et al.  Real-time tracking of complex structures with on-line camera calibration , 2002, Image Vis. Comput..

[175]  David G. Lowe,et al.  Robust model-based motion tracking through the integration of search and estimation , 1992, International Journal of Computer Vision.

[176]  Ehud Rivlin,et al.  Visual Homing: Surfing on the Epipoles , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).

[177]  Demetri Terzopoulos,et al.  Snakes: Active contour models , 2004, International Journal of Computer Vision.

[178]  Olivier D. Faugeras,et al.  The fundamental matrix: Theory, algorithms, and stability analysis , 2004, International Journal of Computer Vision.

[179]  Yiannis Aloimonos,et al.  Active vision , 2004, International Journal of Computer Vision.