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Jiangxin Sun

4 accepted papers

2023

Temporal Continual Learning with Prior Compensation for Human Motion Prediction

NeurIPS 2023poster

Human Motion Prediction (HMP) aims to predict future poses at different moments according to past motion sequences. Previous approaches have treated the prediction of various moments equally, resulting in two main limitations: the learning of short-term predictions is hindered by the focus on long-t…

2022

You Never Stop Dancing: Non-freezing Dance Generation via Bank-constrained Manifold Projection

NeurIPS 2022accept

One of the most overlooked challenges in dance generation is that the auto-regressive frameworks are prone to freezing motions due to noise accumulation. In this paper, we present two modules that can be plugged into the existing models to enable them to generate non-freezing and high fidelity dance…

Cited by 27SourcePDFScholar
2021

Action-guided 3D Human Motion Prediction

NeurIPS 2021poster

The ability of forecasting future human motion is important for human-machine interaction systems to understand human behaviors and make interaction. In this work, we focus on developing models to predict future human motion from past observed video frames. Motivated by the observation that human mo…

Cited by 10SourcePDFScholar
2021

Predictive Feature Learning for Future Segmentation Prediction

ICCV 2021poster

Future segmentation prediction aims to predict the segmentation masks for unobserved future frames. Most existing works addressed it by directly predicting the intermediate features extracted by existing segmentation models. However, these segmentation features are learned to be local discriminative…

Cited by 20PDFScholar