Research Threads

Robotic Vision
  • How can we build a virtual inventory model?
  • How can we deal with a large object set?
  • How can we deal with occlusion?
  • How can we re-detection objects?
  • How can we search for objects?

Manipulation strategies
  • How can we select a good pick point?
  • How can we minimize the risks of a retrieving an object?
  • How can we include other sensor-modalities for grasp detection
  • How does the content of the bin affect the extraction?

Success and Failure detection
  • How can we predict the outcome of an action?
  • How can we classify failure cases?
  • How can we mitigate failures?

End-effector and sensor design
  • What is a good gripper design?
  • How can we include multi-modal sensory input?

Remote human assistance
  • How can a human operator grasp an object?
  • What is relevant?
  • How can we minimize the time for a human to select a pick?

Continual learning and automated data collection
  • How can we do the data collection?