3 papers
cs.RO2026
UMI-Bench 1.0: An Open and Reproducible Real-World Benchmark for Tabletop Robotic Manipulation with UMI Data
Shi Jin, Yuntian Wang, Yuhui Duan +16
Real-robot evaluation is essential for understanding whether learned manipulation policies can operate reliably outside curated demonstrations. This need is particularly pressing f…
cs.RO2024
RT-Grasp: Reasoning Tuning Robotic Grasping via Multi-modal Large Language Model
Jinxuan Xu, Shiyu Jin, Yutian Lei +2
Recent advances in Large Language Models (LLMs) have showcased their remarkable reasoning capabilities, making them influential across various fields. However, in robotics, their u…
cs.RO2024
Reasoning Grasping via Multimodal Large Language Model
Shiyu Jin, Jinxuan Xu, Yutian Lei +1
Despite significant progress in robotic systems for operation within human-centric environments, existing models still heavily rely on explicit human commands to identify and manip…