N. Nandhakumar et Jk. Aggarwal, PHYSICS-BASED INTEGRATION OF MULTIPLE SENSING MODALITIES FOR SCENE INTERPRETATION, Proceedings of the IEEE, 85(1), 1997, pp. 147-163
The fusion of multiple imaging modalities offers many advantages over
the analysis, separately, of the individual sensory modalities. In thi
s paper we present a unique approach to the integrated analysis of dis
parate sources of imagery Sor object recognition. The approach is base
d on physics-based modeling of the image generation mechanism. Such mo
dels make possible features that are physically meaningful and have an
improved capacity to differentiate between multiple classes of object
s. We illustrate the use of physics-based approach to develop multisen
sory vision systems for different object recognition application domai
ns. The paper discusses the integration of different suites of sensors
, the integration of image-derived information with model-derived info
rmation, and the physics-based simulation of multisensory imagery.