Deep learning approaches to grasp synthesis: A review

R Newbury, M Gu, L Chumbley… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Gras** is the process of picking up an object by applying forces and torques at a set of
contacts. Recent advances in deep learning methods have allowed rapid progress in robotic …

A systematic review on cooperative dual-arm manipulators: modeling, planning, control, and vision strategies

M Abbas, J Narayan, SK Dwivedy - International Journal of Intelligent …, 2023 - Springer
The framework of this paper is to present a systematic review of the state-of-the-art
development of cooperative dual-arm manipulators in the industrial and household fields. A …

Structdiffusion: Object-centric diffusion for semantic rearrangement of novel objects

W Liu, T Hermans, S Chernova… - Workshop on Language …, 2022 - openreview.net
Robots operating in human environments must be able to rearrange objects into
semantically-meaningful configurations, even if these objects are previously unseen. In this …

Structdiffusion: Language-guided creation of physically-valid structures using unseen objects

W Liu, Y Du, T Hermans, S Chernova… - ar** with anthropomorphic robotic hands involves much more hand-object interactions
compared to parallel-jaw grippers. Modeling hand-object interactions is essential to the …

Learning continuous 3d reconstructions for geometrically aware gras**

M Van der Merwe, Q Lu… - … on Robotics and …, 2020 - ieeexplore.ieee.org
Deep learning has enabled remarkable improvements in grasp synthesis for previously
unseen objects from partial object views. However, existing approaches lack the ability to …

Visual foresight trees for object retrieval from clutter with nonprehensile rearrangement

B Huang, SD Han, J Yu… - IEEE Robotics and …, 2021 - ieeexplore.ieee.org
This letter considers the problem of retrieving an object from many tightly packed objects
using a combination of robotic pushing and gras** actions. Object retrieval in dense …

Learning human-like functional gras** for multi-finger hands from few demonstrations

W Wei, P Wang, S Wang, Y Luo, W Li… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
This article investigates the challenge of enabling multifinger hands to perform human-like
functional gras** for various intentions. However, accomplishing functional gras** in …

Predicting stable configurations for semantic placement of novel objects

C Paxton, C **e, T Hermans… - Conference on robot …, 2022 - proceedings.mlr.press
Human environments contain numerous objects configured in a variety of arrangements.
Our goal is to enable robots to repose previously unseen objects according to learned …