ROAICVLGMar 7, 2025

BEHAVIOR Robot Suite: Streamlining Real-World Whole-Body Manipulation for Everyday Household Activities

Stanford
arXiv:2503.05652v243 citationsh-index: 13Has Code
Originality Incremental advance
AI Analysis

This work addresses the problem of real-world whole-body manipulation for household robots, representing an incremental step by combining existing components into a comprehensive system.

The paper tackles the challenge of enabling mobile manipulation robots to perform complex household tasks by introducing the BEHAVIOR Robot Suite (BRS), a framework that integrates hardware design, teleoperation for data collection, and a learning algorithm, achieving successful performance on five challenging tasks.

Real-world household tasks present significant challenges for mobile manipulation robots. An analysis of existing robotics benchmarks reveals that successful task performance hinges on three key whole-body control capabilities: bimanual coordination, stable and precise navigation, and extensive end-effector reachability. Achieving these capabilities requires careful hardware design, but the resulting system complexity further complicates visuomotor policy learning. To address these challenges, we introduce the BEHAVIOR Robot Suite (BRS), a comprehensive framework for whole-body manipulation in diverse household tasks. Built on a bimanual, wheeled robot with a 4-DoF torso, BRS integrates a cost-effective whole-body teleoperation interface for data collection and a novel algorithm for learning whole-body visuomotor policies. We evaluate BRS on five challenging household tasks that not only emphasize the three core capabilities but also introduce additional complexities, such as long-range navigation, interaction with articulated and deformable objects, and manipulation in confined spaces. We believe that BRS's integrated robotic embodiment, data collection interface, and learning framework mark a significant step toward enabling real-world whole-body manipulation for everyday household tasks. BRS is open-sourced at https://behavior-robot-suite.github.io/

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