Concepedia

Spatiotemporal Sequence Modeling

Spatiotemporal Sequence Modeling is a computational modeling framework that captures the dynamic evolution of spatially embedded entities over time by jointly representing their geometric configurations and temporal dependencies within sequential data.

30

Publications

1.4K

Citations

116

Authors

57

Institutions

Publications per year

2017–2026

16

Parents

Publications

30

PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning

Yunbo Wang, Zhifeng Gao, Mingsheng Long et al. · arXiv (Cornell University) · 2018 · 317 citations · Full text

, , +10

Bilinear spatiotemporal basis models

Ijaz Akhter, Tomas Simon, Sohaib Khan et al. · ACM Transactions on Graphics · 2012 · 124 citations

, , +16

STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for weather forecasting

Rafaela Castro, Yania Molina Souto, Eduardo Ogasawara et al. · Neurocomputing · 2020 · 115 citations · Full text

, , +15

Satellite Image Prediction Relying on GAN and LSTM Neural Networks

Zhan Xu, Jun Du, Jingjing Wang et al. · 2019 · 89 citations

, , +14

Structural-RNN: Deep Learning on Spatio-Temporal Graphs

Ashesh Jain, Amir Zamir, Silvio Savarese et al. · 2016 · 82 citations · Full text

, , +11

1–5 of 30

Authors

116

  1. ZG
    Zhifeng Gao

    Tsinghua University, China

    2 publications · 359 citations

    2

    h-index

  2. PS
    Philip S. Yu

    University of Illinois Chicago, United States

    2 publications · 359 citations

    2

    h-index

  3. NR
    Naren Ramakrishnan

    Virginia Tech, United States

    2 publications · 83 citations

    2

    h-index

  4. CL
    Chang‐Tien Lu

    Virginia Tech, United States

    2 publications · 83 citations

    2

    h-index

  5. IM
    Iain Matthews

    Carnegie Mellon University, United States

    2 publications · 192 citations

    2

    h-index

1–5 of 116

Institutions

57

  1. Tsinghua University

    Beijing, China

    2 h-index

    9 publications

    613 citations

  2. Stanford University

    Stanford, United States

    2 h-index

    4 publications

    288 citations

  3. Walt Disney (United States)

    Burbank, United States

    2 h-index

    5 publications

    508 citations

  4. Tongji University

    Shanghai, China

    2 h-index

    5 publications

    113 citations

  5. Zhejiang University of Science and Technology

    Hangzhou, China

    1 h-index

    1 publications

    23 citations

  6. Hohai University

    Nanjing, China

    1 h-index

    4 publications

    104 citations

  7. Beijing University of Technology

    Beijing, China

    1 h-index

    5 publications

    85 citations

  8. Harbin Engineering University

    Harbin, China

    1 h-index

    4 publications

    56 citations

1–8 of 57

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 395 citations

    2

    h-index

  2. 1

    h-index

  3. Remote Sensing

    1 publications · 14 citations

    1

    h-index

  4. ACM Transactions on Graphics

    TOG · 1 publications · 124 citations

    1

    h-index

  5. Frontiers in Systems Neuroscience

    1 publications · 42 citations

    1

    h-index

1–5