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Impact

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A Cross-Kinematics Metric for Imitation Learning. Skill Learning by Primitives-Based Demonstration & Imitation. PI: M. Mataric, USC. Year 1 ... – PowerPoint PPT presentation

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Title: Impact


1
Skill Learning by Primitives-Based Demonstration
Imitation
  • New Ideas
  • Low cost, lightweight, wireless, real-time
    human motion collection
  • Cross-kinematic analysis for learning motion
    primitives from various sources
  • Creating controllers from collected sensory
    data
  • Randomized dynamic roadmaps for humanoid
    reaching and for planning primitive motion
    sequencing

Motion controllers based on randomized roadmaps
and collected sensory/motion data
USC motion suit
A Cross-Kinematics Metric for Imitation Learning
Robonaut Control
Accomplishments
Impact A methodology for on-line human-robot
control Parameterized controllers allow
human-robot cooperation for a variety of tasks
Increased autonomy for humanoid robots
Teleoperation of NASA Robonaut
Integrated demo in Robosim
Sensory data analysis
USC motion suit
Year 1
Year 2
Cross-Kinematic Metric
Reaching Motion Planning
USC humanoid/Robonaut test-beds
Motion analysis from Robonaut Data
PI M. Mataric, USC
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