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Jana Pavlasek

6 accepted papers

2024

MBot: A Modular Ecosystem for Scalable Robotics Education

ICRA 2024poster

The Michigan Robotics MBot is a low-cost mobile robot platform that has been used to train over 1,400 students in autonomous navigation since 2014 at the University of Michigan and our collaborating colleges. The MBot platform was designed to meet the needs of teaching robotics at scale to match the…

Cited by 4SourceScholar
2024

Stein Variational Belief Propagation for Multi-Robot Coordination

RA-L 2024

Decentralized coordination for multi-robot systems involves planning in challenging, high-dimensional spaces. The planning problem is particularly challenging in the presence of obstacles and different sources of uncertainty such as inaccurate dynamic models and sensor noise. In this letter, we intr

Cited by 9SourceScholar
2023

Counter-Hypothetical Particle Filters for Single Object Pose Tracking

ICRA 2023poster

Particle filtering is a common technique for six degree of freedom (6D) pose estimation due to its ability to tractably represent belief over object pose. However, the particle filter is prone to particle deprivation due to the high-dimensional nature of 6D pose. When particle deprivation occurs, it…

Cited by 1SourceScholar
2023

Ready, Set, Plan! Planning to Goal Sets Using Generalized Bayesian Inference

CoRL 2023poster

Many robotic tasks can have multiple and diverse solutions and, as such, are naturally expressed as goal sets. Examples include navigating to a room, finding a feasible placement location for an object, or opening a drawer enough to reach inside. Using a goal set as a planning objective requires tha…

Cited by 4SourceScholar
2022

NARF22: Neural Articulated Radiance Fields for Configuration-Aware Rendering

IROS 2022poster

Articulated objects pose a unique challenge for robotic perception and manipulation. Their increased number of degrees-of-freedom makes tasks such as localization computationally difficult, while also making the process of realworld dataset collection unscalable. With the aim of addressing these sca…

Cited by 20SourceScholar
2020

Parts-Based Articulated Object Localization in Clutter Using Belief Propagation

IROS 2020poster

Robots working in human environments must be able to perceive and act on challenging objects with articulations, such as a pile of tools. Articulated objects increase the dimensionality of the pose estimation problem, and partial observations under clutter create additional challenges. To address th…

Cited by 24SourceScholar