Title :
Modeling sensor detectability with the VANTAGE geometric/sensor modeler
Author :
Ikeuchi, Katsushi ; Robert, Jean-Christophe
Author_Institution :
Sch. of Comput. Sci., Carnegie-Mellon Univ., Pittsburgh, PA, USA
fDate :
12/1/1991 12:00:00 AM
Abstract :
A G-source, an abstract sensor component representing either a light source or a TV camera, is defined. G-source illumination conditions are investigated to describe the condition under which each G-source illuminates (or observes) surface regions with respect to its illumination/observation directions. Sensor detectability is defined as a function that takes object boundaries and produces a set of points on the object from which the sensor can obtain useful data. It is shown that sensor detectability can be represented by G-source illumination conditions and/or operations between them. The way in which G-sources are combined is described by a sensor-composition tree in which leaf nodes represent G-source illumination conditions and branch nodes represent set operations. Applications of the sensor composition tree to object boundaries are investigated and a set of detectable points is obtained using the VANTAGE geometric modeler. Several 2D structures are proposed to represent these detected points given by VANTAGE. A brief overview of how to use these capabilities in building model-based vision systems is given
Keywords :
computer vision; computerised pattern recognition; image sensors; lighting; optical information processing; solid modelling; 2D object appearance modelling; 2D structures; G-source illumination conditions; VANTAGE; computer vision; geometric/sensor modeler; illumination; image sensors; leaf nodes; model-based vision systems; pattern recognition; sensor detectability; Cameras; Computer science; Light sources; Lighting; Machine vision; Object detection; Sensor phenomena and characterization; Sensor systems; Solid modeling; TV;
Journal_Title :
Robotics and Automation, IEEE Transactions on