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cs.RO2023
Neural Field Representations of Articulated Objects for Robotic Manipulation Planning
Phillip Grote, Joaquim Ortiz-Haro, Marc Toussaint +1
Traditional approaches for manipulation planning rely on an explicit geometric model of the environment to formulate a given task as an optimization problem. However, inferring an…
cs.RO2023
Spatial Reasoning via Deep Vision Models for Robotic Sequential Manipulation
Hongyou Zhou, Ingmar Schubert, Marc Toussaint +1
In this paper, we propose using deep neural architectures (i.e., vision transformers and ResNet) as heuristics for sequential decision-making in robotic manipulation problems. This…