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
测试机器人
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)
