Title :
A diffusion mechanism for obstacle detection from size-change information
Author :
Ringach, Dario L. ; Baram, Yoram
Author_Institution :
Center for Neural Sci., New York Univ., NY, USA
fDate :
1/1/1994 12:00:00 AM
Abstract :
A mechanism fur the visual detection of obstacles is presented. A new immediacy measure, representing the imminence of collision between an object and a moving observer, is defined. A diffusion process on the image domain, whose initial condition is determined by the motion field normal to the object´s boundary, is shown to converge asymptotically to the immediacy measure. A network of locally connected cells, derived from a finite-difference approximation of the diffusion equation, estimates the immediacy measure from normal velocity and boundary information provided by a motion measurement and segmentation stage. The algorithm´s performance on real image sequences is demonstrated
Keywords :
computerised navigation; diffusion; edge detection; finite difference methods; image segmentation; image sequences; image texture; motion estimation; neural nets; diffusion mechanism; finite-difference approximation; image domain; image sequences; immediacy measure; imminence of collision; initial condition; locally connected cells; motion measurement; moving observer; obstacle detection; segmentation; size-change information; Cameras; Diffusion processes; Equations; Finite difference methods; Geometry; Image converters; Motion measurement; Shape measurement; Surface texture; Velocity measurement;
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on