Improving grounded natural language understanding through human-robot dialog

J Thomason, A Padmakumar, J Sinapov… - … on Robotics and …, 2019 - ieeexplore.ieee.org
Natural language understanding for robotics can require substantial domain-and platform-
specific engineering. For example, for mobile robots to pick-and-place objects in an …

Jointly improving parsing and perception for natural language commands through human-robot dialog

J Thomason, A Padmakumar, J Sinapov… - Journal of Artificial …, 2020 - jair.org
In this work, we present methods for using human-robot dialog to improve language
understanding for a mobile robot agent. The agent parses natural language to underlying …

One-shot imitation learning with Graph Neural Networks for Pick-and-Place manipulation tasks

F Di Felice, S D'Avella, A Remus… - IEEE Robotics and …, 2023 - ieeexplore.ieee.org
The proposed work presents a framework based on Graph Neural Networks (GNN) that
abstracts the task to be executed and directly allows the robot to learn task-specific rules …

Imitrob: Imitation learning dataset for training and evaluating 6d object pose estimators

J Sedlar, K Stepanova, R Skoviera… - IEEE Robotics and …, 2023 - ieeexplore.ieee.org
This letter introduces a dataset for training and evaluating methods for 6D pose estimation of
hand-held tools in task demonstrations captured by a standard RGB camera. Despite the …

Motion imitation and augmentation system for a six degrees of freedom dual-arm robot

CY Liu, JJ Liang, THS Li, KC Chang - IEEE Access, 2019 - ieeexplore.ieee.org
A motion imitation and augmentation system comprising an imitation system, a self-collision
avoidance system, and a motion augmented system was proposed in this study. The …

High Level Learning Using the Temporal Features of Human Demonstrated Sequential Tasks

MB Clark-Turner - 2021 - search.proquest.com
Modelling human-led demonstrations of high-level sequential tasks is fundamental to a
number of practical inference applications including vision-based policy learning and activity …