Centre for Autonomous Systems (CAS) Computational Vision and Active Perception Lab (CVAP) School of Computer Science and Communication (CSC) GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise KTH EUl 7th Framework Program Integrated fully operational robotic system for realistic Useful to ordinary users environments • Fetch and carry operations • Simple human-robot interface GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise ISR Objectives EUl 7th Framework Program GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise People in GRASP Danica Kragic Patric Jensfelt Niklas Bergström Jeannette 1 Bohg postdoc Administrator: EUl 7th Framework Program Jeanna Ayoubi PACO+: Perception, action and cognition through learning of object-action complexes (02-2010) CoSy - Cognitive Systems for Cognitive Assistants (08-2008) CogX - Systems that Self-Understand and Self-Extend (082012) Several national projects: • Swedish research council • Foundation for strategic resaerch GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise Ongoing projects EUl 7th Framework Program GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise Hardware EUl 7th Framework Program GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise Vision system structure A wide field for attention, recognition in foveated view Technically by a combination of wide field and foveal cameras Problem: transfer from wide field to foveal view Steps: •Divide scene into 3D objects •Select objects through attention (hue and 3D size) •Fixate (and track) object of interest •Recognize objects in foveal view EUl 7th Framework Program Many objects of interest static. Harder! Multiple cues are essential • Stereo data exist on along contours • Color data exist between contours GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise 3D Cues: stereo and motion EUl 7th Framework Program GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise Processes Where Segmentation Knowledge What EUl 7th Framework Program Hypotheses Adaptation Attention Shape and size Knowledge Recognition Region of Interest Wide field Left Foveal Right Left Calibration Registration Segmentation Global hue SIFT features Fixation Local hue Recognition Gaze direction EUl 7th Framework Program Right Registration Attention GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise Flow of information GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise Grasp learning EUl 7th Framework Program EUl 7th Framework Program GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise Relations on Primitives Co-planarity GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise PACO+: Elementary Grasping Actions EUl 7th Framework Program Co-linearity Co-colority GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise Examples EUl 7th Framework Program EUl 7th Framework Program GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise Mapping Human to Robot Grasps Direct mapping from human to robot hands Maping fingertip positions to joint angles (Barret, Robonaut, DLR hand) Grasping of cylinders and polyhedral objects Object shape parameters included in the mapping (radius, width, depth) EUl 7th Framework Program GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise Corrective movements EUl 7th Framework Program CoSy: GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise Cognitive Systems for Cognitive Assistants 7 partners 2 demonstrators • PlayMate (structured environment) Interaction with objects on a table top, continuous crossmodal learning, situated dialogue • Explorer (unstructured environment) Interactive modeling space, talking and reasoning about space EUl 7th Framework Program • • Imagine a cognitive system that models not only the environment, but its own understanding of the environment and how this understanding changes under action. It identifies gaps in its own understanding and then plans how to fill those gaps so as to deal with novelty and uncertainty in task execution and to extend its abilities and knowledge so as to perform future tasks more efficiently. We aim to develop: a unified theory of self-understanding and self-extension with a convincing instantiation and implementation of this theory in a robot Reflection Planning Extension Explanation GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise CogX: Systems that Self-Understand and Self-Extend Exploration Experience EUl 7th Framework Program GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise Role in GRASP WP leader for WP2: Representations and ontology for learning and abstraction of objects Also • • • • • • in: WP1: WP3: WP4: WP5: WP6: WP7: EUl 7th Framework Program What to represent (from humans)? What to represent (control systems oriented)? What to represent (visual cues)? Vision system development Input to the simulator Integration and applications GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise THE END EUl 7th Framework Program EUl 7th Framework Program GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise EUl 7th Framework Program GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise EUl 7th Framework Program GRASP Emergence of Cognitive Grasping through Emulation, Introspection and Surprise
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