From imitation to refinement–residual rl for precise visual assembly
Recent advances in behavior cloning (BC), like action-chunking and diffusion, have led to
impressive progress. Still, imitation alone remains insufficient for tasks requiring reliable and …
impressive progress. Still, imitation alone remains insufficient for tasks requiring reliable and …
Efficient skill acquisition for complex manipulation tasks in obstructed environments
Data efficiency in robotic skill acquisition is crucial for operating robots in varied small-batch
assembly settings. To operate in such environments, robots must have robust obstacle …
assembly settings. To operate in such environments, robots must have robust obstacle …
Extended residual learning with one-shot imitation learning for robotic assembly in semi-structured environment
C Wang, C Su, B Sun, G Chen, L **e - Frontiers in Neurorobotics, 2024 - frontiersin.org
Introduction Robotic assembly tasks require precise manipulation and coordination, often
necessitating advanced learning techniques to achieve efficient and effective performance …
necessitating advanced learning techniques to achieve efficient and effective performance …
From Imitation to Refinement--Residual RL for Precise Assembly
Recent advances in behavior cloning (BC), like action-chunking and diffusion, have led to
impressive progress. Still, imitation alone remains insufficient for tasks requiring reliable and …
impressive progress. Still, imitation alone remains insufficient for tasks requiring reliable and …
Robot Learning Method for Human-like Arm Skills Based on the Hybrid Primitive Framework
J Li, H Han, J Hu, J Lin, P Li - Sensors, 2024 - mdpi.com
This paper addresses the issue of how to endow robots with motion skills, flexibility, and
adaptability similar to human arms. It innovatively proposes a hybrid-primitive-frame-based …
adaptability similar to human arms. It innovatively proposes a hybrid-primitive-frame-based …
Utilizing human feedback for primitive optimization in wheelchair tennis
Agile robotics presents a difficult challenge with robots moving at high speeds requiring
precise and low-latency sensing and control. Creating agile motion that accomplishes the …
precise and low-latency sensing and control. Creating agile motion that accomplishes the …
Enhancing Robotic Adaptability: Integrating Unsupervised Trajectory Segmentation and Conditional ProMPs for Dynamic Learning Environments
T Gao - arxiv preprint arxiv:2404.19412, 2024 - arxiv.org
We propose a novel framework for enhancing robotic adaptability and learning efficiency,
which integrates unsupervised trajectory segmentation with adaptive probabilistic movement …
which integrates unsupervised trajectory segmentation with adaptive probabilistic movement …
[PDF][PDF] Task and Motion Planning for Sequential Assembly-Towards Multi-View Multi-Marker Object Pose Estimation
P Hallmann, P Siebke, N Nonnengießer - ias.informatik.tu-darmstadt.de
In this work, we present a new approach to automate the process of construction using self-
interlocking building blocks specifically SL-Blocks. Utilizing this block type, complex …
interlocking building blocks specifically SL-Blocks. Utilizing this block type, complex …