Concepedia

Multi-scale wavelet transform enhanced graph neural network for pedestrian trajectory prediction

Xuanqi Lin, Yong Zhang, Shun Wang, Yongli Hu, Baocai Yin

Physica A Statistical Mechanics and its Applications · 2025 · 12 citations · 28 references

Concepts

ComputingAutonomous SystemsFeature EngineeringMachine LearningTransportationGraph-based LearningMobility Pattern AnalysisPedestrian TransportationSignal ProcessingTrajectory AnalysisTrajectory PredictionGraph Neural Network Based Trajectory PredictionGraph Neural NetworksGraph Representation LearningGraph-based PredictionPedestrian Movement PatternsPedestrian Trajectory PredictionWavelet Transform

References

28

Social LSTM: Human Trajectory Prediction in Crowded Spaces

Alexandre Alahi, Kratarth Goel, Vignesh Ramanathan et al. · 2016 · 3.5K citations · Full text

Computing, Autonomous Systems, Computer Science +16

Proceedings of the 3rd International Conference on Neural Information Processing Systems

Richard P. Lippmann, John Moody, David S. Touretzky · 1990 · 1.2K citations

Computing, Computer Science, Neuroscience +14

STGAT: Modeling Spatial-Temporal Interactions for Human Trajectory Prediction

Ying-Fan Huang, Huikun Bi, Zhaoxin Li et al. · 2019 · 636 citations

Computing, Autonomous Systems, Computer Science +17

Human motion trajectory prediction: a survey

The International Journal of Robotics Research · 2020 · 618 citations · Full text

Computing, Autonomous Systems, Computer Science +17

SGCN:Sparse Graph Convolution Network for Pedestrian Trajectory Prediction

Liushuai Shi, Le Wang, Chengjiang Long et al. · 2021 · 314 citations

Computing, Autonomous Systems, Computer Vision +14