Integrating Sensory Data for Object Recognition Tasks

Object recognition is a difficult task for single sensor systems (e.g. machine vision) in unconstrained environments. A useful approach is to combine sensory data from more than one source to overcome these problems. However, using multiple sensors poses new problems with respect to coordination of the sensors, strategies for their use and integration of their data. In this paper, these problems are explored and solutions posed for the task of object recognition using passive stereo vision and active tactile sensing.

[1]  Robert B. Fisher Using Surfaces and Object Models to Recognize Partially Obscured Objects , 1983, IJCAI.

[2]  D Marr,et al.  Theory of edge detection , 1979, Proceedings of the Royal Society of London. Series B. Biological Sciences.

[3]  Eric L. W. Grimson,et al.  From Images to Surfaces: A Computational Study of the Human Early Visual System , 1981 .

[4]  James S. Albus,et al.  Visual Feedback for Robot Control , 1982 .

[5]  Robert C. Bolles,et al.  3DPO: A Three- Dimensional Part Orientation System , 1986, IJCAI.

[6]  Ruzena Bajcsy,et al.  Texture gradient as a depth cue , 1976 .

[7]  Yoshiaki Shirai,et al.  Object Recognition Using Three-Dimensional Information , 1981, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[8]  Berthold K. P. Horn,et al.  Determining Shape and Reflectance Using Multiple Images , 1978 .

[9]  Tomaso Poggio,et al.  Cooperative computation of stereo disparity , 1988 .

[10]  Kenneth Jackson Overton,et al.  The acquisition, processing, and use of tactile sensor data in robot control , 1984 .

[11]  Donald D. Hoffman The Interpretation of Visual Illusions , 1983 .

[12]  Thomas O. Binford,et al.  Survey of Model-Based Image Analysis Systems , 1982 .

[13]  I. Faux,et al.  Computational Geometry for Design and Manufacture , 1979 .

[14]  W. Daniel Hillis,et al.  A High-Resolution Imaging Touch Sensor , 1982 .

[15]  Gerald J. Agin Representation and description of curved objects , 1972 .

[16]  Kent A. Stevens,et al.  The Visual Interpretation of Surface Contours , 1981, Artif. Intell..

[17]  Ruzena Bajcsy,et al.  Object Recognition Using Vision and Touch , 1985, IJCAI.