机器人NeurIPS 20252025

RoboBrain: A Unified Brain Model for Robotic Manipulation

Xinghao Zhu, Peng Xu, Jitendra MalikMeta AI, UC Berkeley

摘要

We introduce RoboBrain, a unified brain model that integrates perception, planning, and control for robotic manipulation. RoboBrain processes multi-modal inputs including vision, language, and proprioception to generate coherent manipulation strategies across diverse object categories and task types.

brain modelrobotic manipulationmulti-modal perceptionunified architecturetask planning

技术细节

数据集
RoboBrain DatasetOpen X-EmbodimentScanNet
仿真平台
测试机器人
FR3WidowX-250Allegro Hand
模型骨架

Unified Brain Transformer + Multi-Task Heads

编码器

ViT-L/14 + Tactile Encoder + Language Encoder

解码器

Multi-Task Decoder: Perception+Planning+Action (12 layers)

相关公司(1)

京ICP备2026064258号-1