RoboCraft: Learning to see, simulate, and shape elasto-plastic objects in 3D with graph networks
Modeling and manipulating elasto-plastic objects are essential capabilities for robots to
perform complex industrial and household interaction tasks (eg, stuffing dumplings, rolling …
perform complex industrial and household interaction tasks (eg, stuffing dumplings, rolling …
[HTML][HTML] Data-driven robotic manipulation of cloth-like deformable objects: The present, challenges and future prospects
HA Kadi, K Terzić - Sensors, 2023 - mdpi.com
Manipulating cloth-like deformable objects (CDOs) is a long-standing problem in the
robotics community. CDOs are flexible (non-rigid) objects that do not show a detectable level …
robotics community. CDOs are flexible (non-rigid) objects that do not show a detectable level …
Planning with spatial-temporal abstraction from point clouds for deformable object manipulation
Effective planning of long-horizon deformable object manipulation requires suitable
abstractions at both the spatial and temporal levels. Previous methods typically either focus …
abstractions at both the spatial and temporal levels. Previous methods typically either focus …
Robotic cable routing with spatial representation
Cable routing is a challenging task for robotic automation. To accomplish the task, it requires
a high-level path planner to generate a sequence of cable configurations from the initial …
a high-level path planner to generate a sequence of cable configurations from the initial …
DiffVL: scaling up soft body manipulation using vision-language driven differentiable physics
Combining gradient-based trajectory optimization with differentiable physics simulation is an
efficient technique for solving soft-body manipulation problems. Using a well-crafted …
efficient technique for solving soft-body manipulation problems. Using a well-crafted …
Visual haptic reasoning: Estimating contact forces by observing deformable object interactions
Robotic manipulation of highly deformable cloth presents a promising opportunity to assist
people with several daily tasks, such as washing dishes; folding laundry; or dressing …
people with several daily tasks, such as washing dishes; folding laundry; or dressing …
Edo-net: Learning elastic properties of deformable objects from graph dynamics
We study the problem of learning graph dynamics of deformable objects that generalizes to
unknown physical properties. Our key insight is to leverage a latent representation of elastic …
unknown physical properties. Our key insight is to leverage a latent representation of elastic …
Play it by ear: Learning skills amidst occlusion through audio-visual imitation learning
Humans are capable of completing a range of challenging manipulation tasks that require
reasoning jointly over modalities such as vision, touch, and sound. Moreover, many such …
reasoning jointly over modalities such as vision, touch, and sound. Moreover, many such …
Action-conditional implicit visual dynamics for deformable object manipulation
Manipulating volumetric deformable objects in the real world, like plush toys and pizza
dough, brings substantial challenges due to infinite shape variations, non-rigid motions, and …
dough, brings substantial challenges due to infinite shape variations, non-rigid motions, and …
Contact points discovery for soft-body manipulations with differentiable physics
Differentiable physics has recently been shown as a powerful tool for solving soft-body
manipulation tasks. However, the differentiable physics solver often gets stuck when the …
manipulation tasks. However, the differentiable physics solver often gets stuck when the …