Concepedia

Generative Trajectory Prediction

Generative Trajectory Prediction is a trajectory prediction approach that belongs to the class of generative models by explicitly modeling the underlying probability distribution of future trajectories to capture multimodal predictions through latent variable representations.

99

Publications

3.8K

Citations

362

Authors

139

Institutions

Publications per year

2017–2026

97

Parents

Publications

99

A dual linear autoencoder approach for vessel trajectory prediction using historical AIS data

Brian C. Murray, Lokukaluge P. Perera · Ocean Engineering · 2020 · 159 citations · Full text

, , +14

Generative Adversarial Networks for Spatio-temporal Data: A Survey

Nan Gao, Hao Xue, Wei Shao et al. · ACM Transactions on Intelligent Systems and Technology · 2022 · 123 citations · Full text

, , +10

MG-GAN: A Multi-Generator Model Preventing Out-of-Distribution Samples in Pedestrian Trajectory Prediction

Patrick Dendorfer, Sven Elflein, Laura Leal-Taixé · 2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 2021 · 118 citations

, , +17

A Novel Generation-Adversarial-Network-Based Vehicle Trajectory Prediction Method for Intelligent Vehicular Networks

Liang Zhao, Yufei Liu, Ahmed Al‐Dubai et al. · IEEE Internet of Things Journal · 2020 · 116 citations · Full text

, , +15

Social-BiGAT: Multimodal Trajectory Forecasting using Bicycle-GAN and Graph Attention Networks

Vineet Kosaraju, Amir Sadeghian, Roberto Martín-Martín et al. · arXiv (Cornell University) · 2019 · 113 citations · Full text

, , +15

1–5 of 99

Authors

362

  1. BI
    Boris Ivanovic

    Nvidia (United Kingdom), United Kingdom

    3 publications · 178 citations

    3

    h-index

  2. HL
    Hongbo Liu

    Dalian Maritime University, China

    3 publications · 71 citations

    3

    h-index

  3. MP
    Marco Pavone

    Stanford University, United States

    3 publications · 178 citations

    3

    h-index

  4. HS
    Hyukju Shon

    Hanyang University, South Korea

    1 publications · 21 citations

    2

    h-index

  5. CJ
    Chengfeng Jia

    Wuhan University of Technology, China

    2 publications · 65 citations

    2

    h-index

1–5 of 362

Institutions

139

  1. Southeast University

    Nanjing, China

    4 h-index

    9 publications

    268 citations

  2. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    5 publications

    156 citations

  3. Stanford University

    Stanford, United States

    4 h-index

    13 publications

    1.1K citations

  4. The University of Sydney

    Sydney, Australia

    4 h-index

    13 publications

    860 citations

  5. Eindhoven University of Technology

    Eindhoven, The Netherlands

    4 h-index

    7 publications

    220 citations

  6. Tongji University

    Shanghai, China

    4 h-index

    13 publications

    508 citations

  7. Wuhan University of Technology

    Wuhan, China

    3 h-index

    8 publications

    280 citations

  8. Carnegie Mellon University

    Pittsburgh, United States

    3 h-index

    6 publications

    246 citations

1–8 of 139

Venues

  1. arXiv (Cornell University)

    Repository · 16 publications · 597 citations

    13

    h-index

  2. 5

    h-index

  3. IEEE Access

    4 publications · 106 citations

    4

    h-index

  4. 3

    h-index

  5. Ocean Engineering

    2 publications · 182 citations

    3

    h-index

1–5