Learning robotic manipulation through visual planning and acting

A Wang, T Kurutach, K Liu, P Abbeel… - arXiv preprint arXiv …, 2019 - arxiv.org
… To execute the plan, we use it as a reference trajectory to track with a visual servoing … a
simulated manipulation task, we show that separating the problem into visual planning and visual

Visual robot task planning

C Paxton, Y Barnoy, K Katyal, R Arora… - … on robotics and …, 2019 - ieeexplore.ieee.org
… While our results are visually impressive, error was higher than in the robotic manipulation
task: we saw mean absolute error of 0.039 and 0.062 for generated images x1 and x2, …

Deep visual foresight for planning robot motion

C Finn, S Levine - … IEEE International Conference on Robotics …, 2017 - ieeexplore.ieee.org
… To the best of our knowledge, our work is the first instance of robotic manipulation using
learned predictive video models with generalization to new, previously unseen objects. …

Planning robot manipulation to clean planar surfaces

D Martínez, G Alenya, C Torras - Engineering Applications of Artificial …, 2015 - Elsevier
… We demonstrate experimentally, using two different robot platforms, that planning is more …
allow the robot to double its performance with a new rag grasp after a few cleaning iterations. …

Integrating grasp planning and visual feedback for reliable manipulation

R Diankov, T Kanade, J Kuffner - … on Humanoid Robots, 2009 - ieeexplore.ieee.org
… of the manipulator until we find a collision free robot configuration. For every solution, we
set the robot configuration q and check if any part of the environment or robot is occluding the …

Self-supervised learning of scene-graph representations for robotic sequential manipulation planning

S Nguyen, O Oguz, V Hartmann… - Conference on Robot …, 2021 - proceedings.mlr.press
robotic manipulation. However, our objective is to complement physical reasoning by visual
… the action sequence found by the visual planner, we extract low-level actions for the robot ar …

From visual understanding to complex object manipulation

J Bütepage, S Cruciani, M Kokic… - … of Control, Robotics …, 2019 - annualreviews.org
Robotic Manipulation (ARM) robot. This approach is tested by autonomously grasping an
electric drill, guiding the detected tool tip, and drilling a hole at a given target position. In a …

Motion planning for robotic manipulation of deformable linear objects

M Saha, P Isto - … IEEE International Conference on Robotics …, 2006 - ieeexplore.ieee.org
… This paper describes a new motion planner for manipulating DLOs and tying knots (self-knots
and knots around simple static objects) using cooperating robot arms. The planner

Visual grasp planning for unknown objects using a multifingered robotic hand

V Lippiello, F Ruggiero, B Siciliano… - … /ASME Transactions on …, 2012 - ieeexplore.ieee.org
… For the image acquisition process, a Comau Smart-Six robot manipulator has been employed
to carry around the camera in all the acquisition stations. A number nimg = 13 images with …

Visual stability prediction for robotic manipulation

W Li, A Leonardis, M Fritz - … on Robotics and Automation (ICRA …, 2017 - ieeexplore.ieee.org
… To shed more light on the capabilities of our model, we explore how it can be used in a
robotic manipulation task, ie, stacking a wood block given a block structure. In the past, we have …