Search Results for author: Mingchao Liang

Found 6 papers, 0 papers with code

A Belief Propagation Approach for Direct Multipath-Based SLAM

no code implementations24 Dec 2023 Mingchao Liang, Erik Leitinger, Florian Meyer

This factor graph is the starting point for the development of an efficient belief propagation (BP) method for multipath-based SLAM that directly uses received radio signals as measurements.

Simultaneous Localization and Mapping

A BP Method for Track-Before-Detect

no code implementations3 Jul 2023 Mingchao Liang, Thomas Kropfreiter, Florian Meyer

Our proposed method is based on a new statistical model that introduces a new object hypothesis for each data cell of the raw sensor measurements.

Neural Enhanced Belief Propagation for Multiobject Tracking

no code implementations16 Dec 2022 Mingchao Liang, Florian Meyer

State-of-the-art MOT methods fully rely on a statistical model and typically use preprocessed sensor data as measurements.

Autonomous Driving Autonomous Navigation +1

Data Fusion for Radio Frequency SLAM with Robust Sampling

no code implementations20 Jun 2022 Erik Leitinger, Bryan Teague, Wenyu Zhang, Mingchao Liang, Florian Meyer

A promising approach to address this problem is to exchange radio signals between mobile agents and static physical anchors (PAs) that bounce off flat surfaces in the indoor environment.

Indoor Localization Simultaneous Localization and Mapping

Neural Enhanced Belief Propagation for Data Association in Multiobject Tracking

no code implementations17 Mar 2022 Mingchao Liang, Florian Meyer

Situation-aware technologies enabled by multiobject tracking (MOT) methods will create new services and applications in fields such as autonomous navigation and applied ocean sciences.

Autonomous Driving Autonomous Navigation

Neural Enhanced Belief Propagation for Cooperative Localization

no code implementations27 May 2021 Mingchao Liang, Florian Meyer

Location-aware networks will introduce innovative services and applications for modern convenience, applied ocean sciences, and public safety.

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