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 …

Open x-embodiment: Robotic learning datasets and rt-x models

A O'Neill, A Rehman, A Gupta, A Maddukuri… - ar**: The methods based on point cloud and deep learning
H Duan, P Wang, Y Huang, G Xu, W Wei… - Frontiers in …, 2021 - frontiersin.org
Dexterous manipulation, especially dexterous gras**, is a primitive and crucial ability of
robots that allows the implementation of performing human-like behaviors. Deploying the …

Anygrasp: Robust and efficient grasp perception in spatial and temporal domains

HS Fang, C Wang, H Fang, M Gou, J Liu… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
As the basis for prehensile manipulation, it is vital to enable robots to grasp as robustly as
humans. Our innate gras** system is prompt, accurate, flexible, and continuous across …

Grasp'd: Differentiable contact-rich grasp synthesis for multi-fingered hands

D Turpin, L Wang, E Heiden, YC Chen… - … on Computer Vision, 2022 - Springer
The study of hand-object interaction requires generating viable grasp poses for high-
dimensional multi-finger models, often relying on analytic grasp synthesis which tends to …

Learning dexterous gras** with object-centric visual affordances

P Mandikal, K Grauman - 2021 IEEE international conference …, 2021 - ieeexplore.ieee.org
Dexterous robotic hands are appealing for their agility and human-like morphology, yet their
high degree of freedom makes learning to manipulate challenging. We introduce an …

SE-ResUNet: A novel robotic grasp detection method

S Yu, DH Zhai, Y **
P Li, T Liu, Y Li, Y Geng, Y Zhu, Y Yang… - … on Robotics and …, 2023 - ieeexplore.ieee.org
Generating dexterous gras** has been a long-standing and challenging robotic task.
Despite recent progress, existing methods primarily suffer from two issues. First, most prior …

Dexgraspnet: A large-scale robotic dexterous grasp dataset for general objects based on simulation

R Wang, J Zhang, J Chen, Y Xu, P Li… - … on Robotics and …, 2023 - ieeexplore.ieee.org
Robotic dexterous gras** is the first step to enable human-like dexterous object
manipulation and thus a crucial robotic technology. However, dexterous gras** is much …