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Marcus Dominguez-Kuhne

3 accepted papers

2022

Learning Deformable Object Manipulation From Expert Demonstrations

RA-L 2022

We present a novel Learning from Demonstration (LfD) method, Deformable Manipulation from Demonstrations (DMfD), to solve deformable manipulation tasks using states or images as inputs, given expert demonstrations. Our method uses demonstrations in three different ways, and balances the trade-off be

Cited by 50SourcecodeScholar
2021

Mechanical Search on Shelves using Lateral Access X-RAY

IROS 2021poster

Finding an occluded object in a lateral access environment such as a shelf or cabinet is a problem that arises in many contexts such as warehouses, retail, healthcare, shipping, and homes. While this problem, known as mechanical search, is well-studied in overhead access environments, lateral access…

Cited by 32SourceScholar
2020

Visuomotor Mechanical Search: Learning to Retrieve Target Objects in Clutter

IROS 2020poster

When searching for objects in cluttered environments, it is often necessary to perform complex interactions in order to move occluding objects out of the way and fully reveal the object of interest and make it graspable. Due to the complexity of the physics involved and the lack of accurate models o…

Cited by 51SourceScholar