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Jingxing Qian

5 accepted papers

2024

Closing the Perception-Action Loop for Semantically Safe Navigation in Semi-Static Environments

ICRA 2024poster

Autonomous robots navigating in changing environments demand adaptive navigation strategies for safe long-term operation. While many modern control paradigms offer theoretical guarantees, they often assume known extrinsic safety constraints, overlooking challenges when deployed in real-world environ…

Cited by 1SourceScholar
2024

Uncertainty-aware 3D Object-Level Mapping with Deep Shape Priors

ICRA 2024poster

3D object-level mapping is a fundamental problem in robotics, which is especially challenging when object CAD models are unavailable during inference. We propose a framework that can reconstruct high-quality object-level maps for unknown objects. Our approach takes multiple RGB-D images as input and…

Cited by 8SourcecodeScholar
2023

POV-SLAM: Probabilistic Object-Aware Variational SLAM in Semi-Static Environments

RSS 2023poster

Simultaneous localization and mapping (SLAM) in slowly varying scenes is important for long-term robot task completion in GPS-denied environments. Failing to detect scene changes may lead to inaccurate maps and, ultimately, lost robots. Classical SLAM algorithms assume static scenes, and recent work…

2022

POCD: Probabilistic Object-Level Change Detection and Volumetric Mapping in Semi-Static Scenes

RSS 2022poster

Maintaining an up-to-date map to reflect recent changes in the scene is very important, particularly in situations involving repeated traversals by a robot operating in an environment over an extended period. Undetected changes may cause a deterioration in map quality, leading to poor localization,…

2017

Deep neural networks for improved, impromptu trajectory tracking of quadrotors

ICRA 2017poster

Trajectory tracking control for quadrotors is important for applications ranging from surveying and inspection, to film making. However, designing and tuning classical controllers, such as proportional-integral-derivative (PID) controllers, to achieve high tracking precision can be time-consuming an…

Cited by 117SourceScholar