Zoom tracking and its applications
Author(s) -
Jeffrey A. Fayman,
Oded Sudarsky,
Ehud Rivlin,
Michael Rudzsky
Publication year - 2001
Publication title -
machine vision and applications
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.37
H-Index - 68
eISSN - 1432-1769
pISSN - 0932-8092
DOI - 10.1007/pl00013268
Subject(s) - zoom , computer vision , artificial intelligence , optical flow , computer science , tracking (education) , distortion (music) , video tracking , eye tracking , match moving , image stabilization , zoom lens , object (grammar) , motion (physics) , image (mathematics) , optics , psychology , amplifier , pedagogy , computer network , physics , bandwidth (computing) , lens (geology)
We present a new active vision technique called zoom tracking. Zoom tracking is the continuous adjustment of a camera's focal length in order to keep a constant-sized image of an object moving along the camera's optical axis. Two methods for performing zoom tracking are presented: a closed-loop visual feedback algorithm based on optical flow, and use of depth information obtained from an auto- focus camera's range sensor. We explore two uses of zoom tracking: recovery of depth information and improving the performance of scale-variant algorithms. We show that the image stability provided by zoom tracking improves the performance of algorithms that are scale variant, such as correlation-based trackers. While zoom tracking cannot to- tally compensate for an object's motion, due to the effect of perspective distortion, an analysis of this distortion provides a quantitative estimate of the performance of zoom track- ing. Zoom tracking can be used to reconstruct a depth map of the tracked object. We show that under normal circum- stances this reconstruction is much more accurate than depth from zooming, and works over a greater range than depth from axial motion while providing, in the worst case, only slightly less accurate results. Finally, we show how zoom tracking can also be used in time-to-contact calculations.
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