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Haptic Intelligence Autonomous Learning Members Publications

Insight: a Haptic Sensor Powered by Vision and Machine Learning

Insight v2
We introduce a new soft haptic sensor that uses vision and learning to accurately estimate where and how it is being contacted. The sensor constantly records images from the inside using a camera. Feeding these images and a reference image into a trained deep neural network makes it possible to estimate the directional force distribution all over the sensing surface.

Members

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Autonomous Learning
  • Doctoral Researcher
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Haptic Intelligence
Director
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Empirical Inference, Autonomous Learning
Senior Research Scientist

Publications

Autonomous Learning Haptic Intelligence Article A Soft Thumb-Sized Vision-Based Sensor with Accurate All-Round Force Perception Sun, H., Kuchenbecker, K. J., Martius, G. Nature Machine Intelligence, 4(2):135-145, February 2022 (Published) Paper DOI URL BibTeX

Autonomous Learning Haptic Intelligence Patent Method for force inference, method for training a feed-forward neural network, force inference module, and sensor arrangement Sun, H., Martius, G., Kuchenbecker, K. J. (PCT/EP2021/050231), Max Planck Institute for Intelligent Systems, Max Planck Ring 4, January 2021 () BibTeX

Autonomous Learning Haptic Intelligence Patent Sensor Arrangement for Sensing Forces and Methods for Fabricating a Sensor Arrangement and Parts Thereof Sun, H., Martius, G., Kuchenbecker, K. J. (PCT/EP2021/050230), Max Planck Institute for Intelligent Systems, Max Planck Ring 4, January 2021 () BibTeX