RoboticsarXiv preprint2025
Fabrica: Dual-Arm Assembly of General Multi-Part Objects via Integrated Planning and Learning
Yunsheng Tian, Joshua Jacob, Wojciech Matusik et al.Tsinghua University, BAAI
摘要
We present Fabrica, a system for dual-arm assembly of general multi-part objects that integrates task planning with learning-based manipulation. Fabrica combines geometric reasoning with learned manipulation policies to assemble complex objects from multiple parts. The system handles diverse part geometries, manages assembly sequences, and coordinates bimanual manipulation for stable and efficient assembly operations.
dual-armassemblymulti-part objectsplanninglearningmanipulation
技术细节
数据集
Custom Assembly Dataset
测试机器人
模型骨架
Transformer Planner + Diffusion Policy
编码器
Point Cloud Encoder + State Encoder
解码器
Dual-Arm Action Decoder