%0 Journal Article %A Moulay A. Akhloufi %D 2012 %J International Journal of Mechanical and Mechatronics Engineering %B World Academy of Science, Engineering and Technology %I Open Science Index 71, 2012 %T A 2D-3D Hybrid Vision System for Robotic Manipulation of Randomly Oriented Objects %U https://publications.waset.org/pdf/9583 %V 71 %X This paper presents an new vision technique for robotic manipulation of randomly oriented objects in industrial applications. The proposed approach uses 2D and 3D vision for efficiently extracting the 3D pose of an object in the presence of multiple randomly positioned objects. 2D vision permits to quickly select the objects of interest for 3D processing with a new modified ICP algorithm (FaR-ICP), thus reducing significantly the processing time. The extracted 3D pose is then sent to the robot manipulator for picking. The tests show that the proposed system achieves high performances %P 2371 - 2378