Title :
FOVEA: a foveated vergent active stereo vision system for dynamic three-dimensional scene recovery
Author :
KlarquisT, William N. ; Bovik, Alan Conrad
Author_Institution :
Dept. of Electr. & Comput. Eng., Texas Univ., Austin, TX, USA
fDate :
10/1/1998 12:00:00 AM
Abstract :
We introduce FOVEA: a foveated vergent active stereo vision system. FOVEA actively directs a pair of vergent stereo cameras to fixate on surfaces in a scene, performing multiresolution surface depth recovery at each fixation point, and accumulating and integrating a multiresolution map of surface depth over multiple successive fixations. Several features of the system are novel: an active foveated image sampling and processing strategy is shown to greatly simplify the problem of establishing correspondence; a probabilistic fixation strategy is developed that is driven by the scene structure; the system uses the fixation strategy to recover local depth maps at a high resolution at multiple fixation points, eventually mapping the entire scene; and finally, the local maps are integrated as they are acquired into a global depth map
Keywords :
active vision; image reconstruction; image sampling; image sensors; stereo image processing; FOVEA; active foveated image sampling; dynamic three-dimensional scene recovery; fixation point; foveated vergent active stereo vision system; global depth map; local depth maps; multiresolution map; multiresolution surface depth recovery; probabilistic fixation strategy; surface depth; vergent stereo cameras; Cameras; Control systems; Geometry; Helium; Image resolution; Image sampling; Layout; Machine vision; Spatial resolution; Stereo vision;
Journal_Title :
Robotics and Automation, IEEE Transactions on