G. Hoekstra et N. Nandhakumar, QUASI-INVARIANT BEHAVIOR OF THERMOPHYSICAL FEATURES FOR INTERPRETATION OF MULTISENSOR IMAGERY, Optical engineering, 35(3), 1996, pp. 708-721
The fusion of information from different sensors can provide features
that cannot be obtained from either of the sensors. In this paper we e
xamine a feature that is obtained from the fusion of information sense
d from thermal (long wave infrared) and visual imagery. Robust object
recognition requires object features that are invariant to scene condi
tions and viewpoint. Previous effort in developing such features using
explicit constraints of invariance has mostly considered only visual
data. The investigation of the variation of quasi-invariant features f
or different ranges of viewing/scene parameters has also been limited
to geometric features derived from visual imagery. Such investigation
has not been performed for features derived from multisensory imagery
or from thermal (infrared) imagery. In this paper we conduct a detaile
d analysis of the variation of invariant and quasi-invariant features
that have been proposed for the analysis of thermal (infrared) imagery
, and also for the integrated analysis of thermal and visual imagery.
The features are based on thermophysical models of energy exchange bet
ween the object and the scene. Examination of feature variation is bas
ed on simulating the various scene and object energy components for va
rying scene parameter values and predicting the feature value. This ap
proach eliminates the expensive and impractical task of collecting rea
l imagery under all possible scene conditions. We develop thermophysic
al object models based on equivalent thermal circuits. The models use
a small number of nodes to predict the surface temperatures (thermal i
mage gray levels) and to predict the feature values on the surfaces of
complex objects. This approach reduces the computational cost of simu
lation and facilitates model construction. The sensitivity of the feat
ures to object and scene parameter variations is evaluated. The featur
es are shown to be relatively robust within specific ranges of scene c
onditions. (C) 1996 Society of Photo-Optical Instrumentation Engineers
.