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Brandon Kinman

2 accepted papers

2023

Demonstration-Bootstrapped Autonomous Practicing via Multi-Task Reinforcement Learning

ICRA 2023poster

Reinforcement learning systems have the potential to enable continuous improvement in unstructured environments, leveraging data collected autonomously. However, in practice these systems require significant amounts of instrumentation or human intervention to learn in the real world. In this work, w…

Cited by 16SourceScholar
2022

Google Scanned Objects: A High-Quality Dataset of 3D Scanned Household Items

ICRA 2022poster

Interactive 3D simulations have enabled break-throughs in robotics and computer vision, but simulating the broad diversity of environments needed for deep learning requires large corpora of photo-realistic 3D object models. To address this need, we present Google Scanned Objects, an open-source coll…

Cited by 482SourceScholar