activity
20162022
most citedDex-Net 2.0: Deep Learning to Plan Robust Grasps with Synthetic Point Clouds and Analytic Grasp Metrics

277 citations · 451 across the 18 of their papers we have counts for

collaborators

18 papers

cs.RO2022

Autonomously Untangling Long Cables

Vainavi Viswanath, Kaushik Shivakumar, Justin Kerr +7

Cables are ubiquitous in many settings and it is often useful to untangle them. However, cables are prone to self-occlusions and knots, making them difficult to perceive and manipu…

cs.RO2022★ 1 cited

Efficiently Learning Single-Arm Fling Motions to Smooth Garments

Lawrence Yunliang Chen, Huang Huang, Ellen Novoseller +6

Recent work has shown that 2-arm "fling" motions can be effective for garment smoothing. We consider single-arm fling motions. Unlike 2-arm fling motions, which require little robo…

cs.CV2022★ 1 cited

CenterSnap: Single-Shot Multi-Object 3D Shape Reconstruction and Categorical 6D Pose and Size Estimation

Muhammad Zubair Irshad, Thomas Kollar, Michael Laskey +2

This paper studies the complex task of simultaneous multi-object 3D reconstruction, 6D pose and size estimation from a single-view RGB-D observation. In contrast to instance-level…

cs.RO2021★ 13 cited

Planar Robot Casting with Real2Sim2Real Self-Supervised Learning

Vincent Lim, Huang Huang, Lawrence Yunliang Chen +5

This paper introduces the task of {\em Planar Robot Casting (PRC)}: where one planar motion of a robot arm holding one end of a cable causes the other end to slide across the plane…

cs.RO2021★ 14 cited

SimNet: Enabling Robust Unknown Object Manipulation from Pure Synthetic Data via Stereo

Thomas Kollar, Michael Laskey, Kevin Stone +2

Robot manipulation of unknown objects in unstructured environments is a challenging problem due to the variety of shapes, materials, arrangements and lighting conditions. Even with…

cs.RO2021

Untangling Dense Non-Planar Knots by Learning Manipulation Features and Recovery Policies

Priya Sundaresan, Jennifer Grannen, Brijen Thananjeyan +7

Robot manipulation for untangling 1D deformable structures such as ropes, cables, and wires is challenging due to their infinite dimensional configuration space, complex dynamics,…