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20122022
most citedA Comparative Study of Efficient Initialization Methods for the K-Means Clustering Algorithm

1.2k citations · 1.3k across the 14 of their papers we have counts for

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18 papers · 1 filter

cs.RO2022

In-Place Rotation for Enhancing Snake-like Robot Mobility

Alexander H. Chang, Patricio A. Vela

Gaits engineered for snake-like robots to rotate in-place instrumentally fill a gap in the set of locomotive gaits that have traditionally prioritized translation. This paper desig…

cs.RO2022

SGL: Symbolic Goal Learning in a Hybrid, Modular Framework for Human Instruction Following

Ruinian Xu, Hongyi Chen, Yunzhi Lin +1

This paper investigates robot manipulation based on human instruction with ambiguous requests. The intent is to compensate for imperfect natural language via visual observations. E…

cs.RO20224 cited

Primitive Shape Recognition for Object Grasping

Yunzhi Lin, Chao Tang, Fu-Jen Chu +2

Shape informs how an object should be grasped, both in terms of where and how. As such, this paper describes a segmentation-based architecture for decomposing objects sensed with a…

cs.RO20211 cited

Potential Gap: Using Reactive Policies to Guarantee Safe Navigation

Ruoyang Xu, Shiyu Feng, Patricio A. Vela

This paper considers the integration of gap-based local navigation methods with artificial potential field (APF) methods to derive a local planning module for hierarchical navigati…

cs.RO2021

NavTuner: Learning a Scene-Sensitive Family of Navigation Policies

Haoxin Ma, Justin S. Smith, Patricio A. Vela

The advent of deep learning has inspired research into end-to-end learning for a variety of problem domains in robotics. For navigation, the resulting methods may not have the gene…

cs.RO2021

Multi-View Fusion for Multi-Level Robotic Scene Understanding

Yunzhi Lin, Jonathan Tremblay, Stephen Tyree +2

We present a system for multi-level scene awareness for robotic manipulation. Given a sequence of camera-in-hand RGB images, the system calculates three types of information: 1) a…