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Spatio-Temporal Graph Transformer Networks for Pedestrian Trajectory Prediction · Study

WorkSpatio-Temporal Graph Transformer Networks for Pedestrian Trajectory Prediction

Cunjun Yu2020

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Workgreen2020

Spatio-Temporal Graph Transformer Networks for Pedestrian Trajectory Prediction

Cunjun Yu · Xiao Ma · Jiawei Ren · Haiyu Zhao · Shuai Yi

623 citations·0/0 files stored·Lecture notes in computer science

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Evacuation and Crowd Dynamics Autonomous Vehicle Technology and Safety Traffic Prediction and Management Techniques

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References

1995Social force model for pedestrian dynamics 2005Self-Organized Pedestrian Crowd Dynamics: Experiments, Simulations, and Design Solutions 2018Social Attention: Modeling Attention in Human Crowds 2019STGAT: Modeling Spatial-Temporal Interactions for Human Trajectory Prediction 2019SR-LSTM: State Refinement for LSTM Towards Pedestrian Trajectory Prediction 2013Robot companion: A social-force based approach with human awareness-navigation in crowded environments 2019Transformer-Based Capsule Network For Stock Movement Prediction

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2021Human Trajectory Forecasting in Crowds: A Deep Learning Perspective 2022Review of Pedestrian Trajectory Prediction Methods: Comparing Deep Learning and Knowledge-Based Approaches 2022Synchronous Spatiotemporal Graph Transformer: A New Framework for Traffic Data Prediction 2023When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks 2024Towards explainable traffic flow prediction with large language models

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2019SR-LSTM: State Refinement for LSTM Towards Pedestrian Trajectory Predictionother · 4 shared references 2021Human Trajectory Forecasting in Crowds: A Deep Learning Perspectivearticle · 4 shared references 2022Review of Pedestrian Trajectory Prediction Methods: Comparing Deep Learning and Knowledge-Based Approachesarticle · 4 shared references 2021Pedestrian trajectory prediction with convolutional neural networksarticle · 4 shared references 2020Recursive Social Behavior Graph for Trajectory Predictionother · 3 shared references 2021AST-GNN: An attention-based spatio-temporal graph neural network for Interaction-aware pedestrian trajectory predictionarticle · 3 shared references

Details

Year2020

Typeother

Published2020-01-01

VenueLecture notes in computer science

ISSN-L0302-9743

Languageen

Citations623

Files0 public / 0

ShelfEvacuation and Crowd Dynamics

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doi10.1007/978-3-030-58610-2_30

openalex_workW3097237405

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