Towards Generalization of Precise Robot Skills - Accurate Pick-and-Place of Novel Objects

Towards Generalization of Precise Robot Skills - Accurate Pick-and-Place of Novel Objects

Paul G. Allen School via YouTube Direct link

What do we need to solve precise pick-and-place?

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4 of 15

What do we need to solve precise pick-and-place?

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Towards Generalization of Precise Robot Skills - Accurate Pick-and-Place of Novel Objects

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  1. 1 Intro
  2. 2 Current progress toward generalization lacks precision
  3. 3 My goal: precise robotic generalization
  4. 4 What do we need to solve precise pick-and-place?
  5. 5 Test time: pick-and-place on the real system
  6. 6 What do we mean by tactile localization?
  7. 7 Pipeline for tactile pose estimation
  8. 8 What does it mean that 2 images are close?
  9. 9 We compute pose error using the object's pointcloud
  10. 10 Tactile localization using contrastive learning
  11. 11 Quantitative results on tactile localization
  12. 12 Pipeline for visual pose estimation
  13. 13 Benefits of matching images with encodings
  14. 14 Our solutions allows different goal configurations
  15. 15 Lessons learned and future directions

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