Search Results for author: Yanbing Wang

Found 9 papers, 3 papers with code

Virtual trajectories for I-24 MOTION: data and tools

1 code implementation17 Nov 2023 Junyi Ji, Yanbing Wang, Derek Gloudemans, Gergely Zachár, William Barbour, Daniel B. Work

This article introduces a new virtual trajectory dataset derived from the I-24 MOTION INCEPTION v1. 0. 0 dataset to address challenges in analyzing large but noisy trajectory datasets.

MARVEL: Multi-Agent Reinforcement-Learning for Large-Scale Variable Speed Limits

no code implementations18 Oct 2023 Yuhang Zhang, Marcos Quinones-Grueiro, Zhiyao Zhang, Yanbing Wang, William Barbour, Gautam Biswas, Daniel Work

Variable Speed Limit (VSL) control acts as a promising highway traffic management strategy with worldwide deployment, which can enhance traffic safety by dynamically adjusting speed limits according to real-time traffic conditions.

Decision Making Management +2

So you think you can track?

no code implementations13 Sep 2023 Derek Gloudemans, Gergely Zachár, Yanbing Wang, Junyi Ji, Matt Nice, Matt Bunting, William Barbour, Jonathan Sprinkle, Benedetto Piccoli, Maria Laura Delle Monache, Alexandre Bayen, Benjamin Seibold, Daniel B. Work

This work introduces a multi-camera tracking dataset consisting of 234 hours of video data recorded concurrently from 234 overlapping HD cameras covering a 4. 2 mile stretch of 8-10 lane interstate highway near Nashville, TN.

Benchmarking Object +1

The Interstate-24 3D Dataset: a new benchmark for 3D multi-camera vehicle tracking

no code implementations28 Aug 2023 Derek Gloudemans, Yanbing Wang, Gracie Gumm, William Barbour, Daniel B. Work

This work presents a novel video dataset recorded from overlapping highway traffic cameras along an urban interstate, enabling multi-camera 3D object tracking in a traffic monitoring context.

3D Object Tracking Object +1

Detecting Socially Abnormal Highway Driving Behaviors via Recurrent Graph Attention Networks

1 code implementation23 Apr 2023 Yue Hu, Yuhang Zhang, Yanbing Wang, Daniel Work

In this work, we consider the problem of detecting a variety of socially abnormal driving behaviors, i. e., behaviors that do not conform to the behavior of other nearby drivers.

Anomaly Detection Graph Attention

I-24 MOTION: An instrument for freeway traffic science

no code implementations26 Jan 2023 Derek Gloudemans, Yanbing Wang, Junyi Ji, Gergely Zachar, Will Barbour, Daniel B. Work

The datasets published with this article contains at least 4 hours of vehicle trajectory data for each of 10 days.

Automatic vehicle trajectory data reconstruction at scale

no code implementations15 Dec 2022 Yanbing Wang, Derek Gloudemans, Junyi Ji, Zi Nean Teoh, Lisa Liu, Gergely Zachár, William Barbour, Daniel Work

In this paper we propose an automatic trajectory data reconciliation to correct common errors in vision-based vehicle trajectory data.

Benchmarking

Streaming data preprocessing via online tensor recovery for large environmental sensor networks

1 code implementation1 Sep 2021 Yue Hu, Ao Qu, Yanbing Wang, Dan Work

Measuring the built and natural environment at a fine-grained scale is now possible with low-cost urban environmental sensor networks.

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