Relaxing the Brightness Constancy Assumption in Computing Optical Flow,
Abstract
Optical flow is the apparent (or perceived) motion of image brightness patterns arising from relative motion of objects and observer. Estimation of the optical flow requires the application of two kinds of constraint: the flow field smoothness constraint and the brightness constancy constraint. The brightness constancy constraint permits one to match image brightness values across images, but is very restrictive. We propose replacing this constraint with a more general constraint, which permits a linear transformation between image brightness values. The transformation parameters are allowed to vary smoothly, so that inexact matching is allowed. The implementation on a highly parallel computer, is described, sample results presented. Keywords: Optical flow; Brightness constancy assumption; Passive navigation; Smoothness constraint.
Document Details
- Document Type
- Technical Report
- Publication Date
- Jun 01, 1987
- Accession Number
- ADA187437
Entities
People
- Michael A. Gennert
- Shahriar Negahdaripour
Organizations
- Massachusetts Institute of Technology