S. Mann et Rw. Picard, VIDEO ORBITS OF THE PROJECTIVE GROUP - A SIMPLE APPROACH TO FEATURELESS ESTIMATION OF PARAMETERS, IEEE transactions on image processing, 6(9), 1997, pp. 1281-1295
Citations number
46
Categorie Soggetti
Computer Sciences, Special Topics","Engineering, Eletrical & Electronic","Computer Science Software Graphycs Programming","Computer Science Theory & Methods
We present direct featureless methods for estimating the eight paramet
ers of an ''exact'' projective (homographic) coordinate transformation
to register pairs of images, together with the application of seamles
sly combining a plurality of images of the same scene, resulting in a
single image (or new image sequence) of greater resolution or spatial
extent, The approach is ''exact'' for two cases of static scenes: 1) i
mages taken from the same location of an arbitrary three-dimensional (
3-D) scene, with a camera that is free to pan, tilt, rotate about its
optical axis, and zoom, or 2) images of a flat scene taken from arbitr
ary locations, The featureless projective approach generalizes interfr
ame camera motion estimation methods that have previously used an affi
ne model (which lacks the degrees of freedom to ''exactly'' characteri
ze such phenomena as camera pan and tilt) and/or which have relied upo
n finding points of correspondence between the image frames, The featu
reless projective approach, which operates directly on the image pixel
s, is shown to be superior in accuracy and ability to enhance resoluti
on, The proposed methods work well on image data collected from both g
ood-quality and poor-quality video under a wide variety of conditions
(sunny, cloudy, day, night), These new fully automatic methods are als
o shown to be robust to deviations from the assumptions of static scen
e and no parallax.