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All the Feels: A dexterous hand with large-area tactile sensing
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All the Feels: A dexterous hand with large-area tactile sensing
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High cost and lack of reliability has precluded the widespread adoption of dexterous hands in robotics. Furthermore, the lack of a viable tactile sensor capable of sensing over the entire area of the hand impedes the rich, low-level feedback that would improve learning of dexterous manipulation skills. This paper introduces an inexpensive, modular, robust, and scalable platform -- the DManus -- aimed at resolving these challenges while satisfying the large-scale data collection capabilities demanded by deep robot learning paradigms. Studies on human manipulation point to the criticality of low-level tactile feedback in performing everyday dexterous tasks. The DManus comes with ReSkin sensing on the entire surface of the palm as well as the fingertips. We demonstrate effectiveness of the fully integrated system in a tactile aware task -- bin picking and sorting. Code, documentation, design files, detailed assembly instructions, trained models, task videos, and all supplementary materials required to recreate the setup can be found on https://sites.google.com/view/roboticsbenchmarks/platforms/dmanus.
Forward citations
Cited by 3 Pith papers
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Handroid: Bridging Dexterous Hand and Humanoid
A single 27-DoF body doubles as an anthropomorphic dexterous hand and a 0.33 m desktop humanoid, with a unified control stack for manipulation, locomotion, and embodiment switching.
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FlexiTac: A Low-Cost, Open-Source, Scalable Tactile Sensing Solution for Robotic Systems
FlexiTac is a scalable piezoresistive tactile sensing system with flexible FPC-Velostat-FPC pads and a 100 Hz multi-channel readout board that mounts on rigid or soft grippers and supports visuo-tactile learning.
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CRAFT: A Tendon-Driven Hand with Hybrid Hard-Soft Compliance
Hybrid hard-soft tendon hand with rolling joints improves strength and fragile teleop over a rigid baseline, covers 33/33 Feix grasps, and costs under $600 open-source.
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