MotionHiFlow: Text-to-Motion via Hierarchical Flow Matching

Heng Li, Xiaotong Lin, Ling-An Zeng, Yulei Kang, Shuai Li and Jian-Fang Hu

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026 CCF-A

@inproceedings{li2026motionhiflow,
  author    = {Li, Heng and Lin, Xiaotong and Zeng, Ling-An and Kang, Yulei and Li, Shuai and Hu, Jian-Fang},
  title     = {MotionHiFlow: Text-to-Motion via Hierarchical Flow Matching},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  month     = {June},
  year      = {2026},
  pages     = {9352-9363}
}

Efficient Text-to-Motion via Multi-Head Generative Masked Modeling

Heng Li, Xing Liufu, Xiaotong Lin, Jian Zhu and Jian-Fang Hu

IEEE International Conference on Multimedia & Expo (ICME), 2025 CCF-B

@inproceedings{li2025efficient,
  author    = {Li, Heng and Liufu, Xing and Lin, Xiaotong and Zhu, Jian and Hu, Jian-Fang},
  title     = {Efficient Text-to-Motion via Multi-Head Generative Masked Modeling},
  booktitle = {2025 IEEE International Conference on Multimedia and Expo (ICME)},
  year      = {2025},
  pages     = {1--6},
  keywords  = {Costs; Vector quantization; Autoencoders; Bidirectional control; Transformers; Vectors; Text-to-Motion; Multi-Head; VQ-VAE},
  doi       = {10.1109/ICME59968.2025.11209361}
}