Active stereo based surface reconstruction

The problem of surface reconstruction from stereo images for large scenes having large depth ranges is considered. The passive stereo paradigm is inadequate for this problem because of the need to aim cameras in different directions and to fixate on different objects. An active stereo approach, in which the scene is systematically scanned and image acquisition and surface reconstruction are integrated using a four-step process, is presented. First, a new fixation point is selected from among the nonfixated, low-resolution scene parts of current fixation. Then a reconfiguration of cameras is initiated for refixation. As reconfiguration progresses, the images of the new fixation point gradually deblur and the accuracy of the stereo estimate of the point improves. The improved stereo estimate is used to achieve accurate focus and vergence settings of the cameras for fixation. Finally, focus-based depth estimates are obtained at a grid near the fixation point whose density is determined by the local surface slope. These estimates are fused with those obtained from stereo using maximum likelihood, and are interpolated to the nongrid points.<<ETX>>

[1]  Davi Geiger,et al.  STEREOPSIS AND EYE-MOVEMENT. , 1987 .

[2]  R. Kories,et al.  Adaptive control of cooperating sensors: focus and stereo ranging with an agile camera system , 1988, Proceedings. 1988 IEEE International Conference on Robotics and Automation.

[3]  A. Lynn Abbott,et al.  Surface Reconstruction By Dynamic Integration Of Focus, Camera Vergence, And Stereo , 1988, [1988 Proceedings] Second International Conference on Computer Vision.

[4]  James J. Clark,et al.  Modal Control Of An Attentive Vision System , 1988, [1988 Proceedings] Second International Conference on Computer Vision.

[5]  Dana H. Ballard,et al.  Reference Frames for Animate Vision , 1989, IJCAI.

[6]  Dana H. Ballard,et al.  Eye Fixation And Early Vision: Kinetic Depth , 1988, [1988 Proceedings] Second International Conference on Computer Vision.

[7]  N. Ahuja,et al.  Integrating multiresolution image acquisition and coarse-to-fine surface reconstruction from stereo , 1989, [1989] Proceedings. Workshop on Interpretation of 3D Scenes.

[8]  Michael Werman,et al.  Active vision: 3D from an image sequence , 1990, [1990] Proceedings. 10th International Conference on Pattern Recognition.

[9]  K. Ramesh Babu,et al.  Linear Feature Extraction and Description , 1979, IJCAI.

[10]  T. Poggio,et al.  A computational theory of human stereo vision , 1979, Proceedings of the Royal Society of London. Series B. Biological Sciences.