Title :
Computation of optical flow and its derivatives from local differential constraints
Author :
Tistarelli, Massimo
Author_Institution :
Lab. for Integrated Adv. Robotics, Genoa Univ., Italy
Abstract :
The computation of the optical flow field from an image sequences requires the definition of constraints on the temporal change of image features. In general, these constraints limit the motion of the body in space and/or of the features on the image plane. In this paper we consider the implications in using multiple constraints, both in terms of the increased complexity, but also for its advantages. Considering multiple image points not only allows to obtain a (locally) better estimate of the velocity field but also to characterize the temporal behaviour of the image features and to detect erroneous measurements due to occlusions, motion/depth discontinuities or shadows. Moreover, by hypothesizing a constant acceleration motion model, the derivatives of the optical flow are computed. Several experiments are presented demonstrating the feasibility of the algorithm in real applications
Keywords :
computational complexity; image sequences; acceleration motion model; complexity; image features; image sequences; local differential constraints; optical flow computation; Brightness; Computer vision; Differential equations; Image motion analysis; Image sequences; Integrated optics; Laboratories; Motion estimation; Optical computing; Orbital robotics;
Conference_Titel :
Computer Vision, 1995. Proceedings., International Symposium on
Conference_Location :
Coral Gables, FL
Print_ISBN :
0-8186-7190-4
DOI :
10.1109/ISCV.1995.476971