Edge Detection in Optical Flow Fields

Optical flow is potentially valuable as a source of spatial information. Current techniques provide flow fields which are noisy and sparse, making the recovery of spatial properties difficult at best. This paper describes a technique for locating discontinuities in optical flow, which typically correspond to object boundaries. A simple blurring interpolator is used to smooth out noise and produce denser fields. Discontinuities are found by locating the vector field equivalent of zero crossings in the Laplacian of a scalar field. The technique is illustrated by applying it to realistic vector fields which are both noisy and sparse.

[1]  William B. Thompson,et al.  Disparity Analysis of Images , 1980, IEEE Transactions on Pattern Analysis and Machine Intelligence.

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

[3]  S. Ullman,et al.  The interpretation of visual motion , 1977 .

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

[5]  S. Ullman,et al.  The Interpretation of Visual Motion , 1981 .

[6]  H. C. Longuet-Higgins,et al.  The interpretation of a moving retinal image , 1980, Proceedings of the Royal Society of London. Series B. Biological Sciences.

[7]  Berthold K. P. Horn,et al.  Determining Optical Flow , 1981, Other Conferences.

[8]  K. Nakayama,et al.  Optical Velocity Patterns, Velocity-Sensitive Neurons, and Space Perception: A Hypothesis , 1974, Perception.

[9]  Ramesh C. Jain,et al.  Extraction of Motion Information from Peripheral Processes , 1981, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[10]  Daniel Boley,et al.  GRADIENT BASED ESTIMATION OF DISPARITY. , 1982 .

[11]  W F Clocksin,et al.  Perception of Surface Slant and Edge Labels from Optical Flow: A Computational Approach , 1980, Perception.

[12]  D. D. Hoffman Inferring Shape from Motion Fields , 1980 .

[13]  Hans P. Moravec Visual Mapping by a Robot Rover , 1979, IJCAI.

[14]  H.-H. Nagel,et al.  Representation of Moving Rigid Objects Based on Visual Observations , 1981, Computer.

[15]  Wesley E. Snyder Computer Analysis of Time-Varying Images , 1981, Computer.