no code implementations • 26 Sep 2023 • Jiarui Sun, Yujie Fan, Chin-Chia Michael Yeh, Wei zhang, Girish Chowdhary
To address these issues, we propose Spatial-Temporal Masked Autoencoders (STMAE), an MTS forecasting framework that leverages masked autoencoders to enhance the performance of spatial-temporal baseline models.
no code implementations • 21 May 2023 • Jiarui Sun, Girish Chowdhary
Stochastic Human Motion Prediction (HMP) aims to predict multiple possible upcoming pose sequences based on past human motion trajectories.
no code implementations • 8 May 2023 • Jiarui Sun, Girish Chowdhary
To address the problem, in this work we propose FreqMRN, a human motion prediction framework that takes into account both the kinematic structure of the human body and the temporal smoothness nature of motion.
Ranked #2 on Human Pose Forecasting on 3DPW
no code implementations • 7 Dec 2022 • Jiarui Sun, Mengting Gu, Chin-Chia Michael Yeh, Yujie Fan, Girish Chowdhary, Wei zhang
Node classification on dynamic graphs is challenging for two reasons.
no code implementations • 17 Aug 2016 • Xiang Zhang, Jiarui Sun, Siwei Ma, Zhouchen Lin, Jian Zhang, Shiqi Wang, Wen Gao
Therefore, introducing an accurate rate-constraint in sparse coding and dictionary learning becomes meaningful, which has not been fully exploited in the context of sparse representation.