publications

2026

1. arXiv

   Probing Identity-Specific Motion Signatures: A Controlled Diagnostic Study

   Yingtie Lei, Fangxun Liu, Baicheng Wu, Colin Lee, Ziheng Zhang, Junke Yang, Zhiyuan Tao, Xuyan Huang, Shuheng Wang, William Koran, Kyle Park, Elijah H Buckwalter, Cheng-Hsuan Chiang, Tejas Naik, Daniel Yi, and Wei-Lun Chao

   2026

   Bib HTML PDF

   @misc{lei2026probingidentityspecificmotionsignatures,
     title = {Probing Identity-Specific Motion Signatures: A Controlled Diagnostic Study},
     author = {Lei, Yingtie and Liu, Fangxun and Wu, Baicheng and Lee, Colin and Zhang, Ziheng and Yang, Junke and Tao, Zhiyuan and Huang, Xuyan and Wang, Shuheng and Koran, William and Park, Kyle and Buckwalter, Elijah H and Chiang, Cheng-Hsuan and Naik, Tejas and Yi, Daniel and Chao, Wei-Lun},
     year = {2026},
     eprint = {2607.03633},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
     url = {https://arxiv.org/abs/2607.03633},
   }

2. arXiv

   SkillEvolBench: Benchmarking the Evolution from Episodic Experience to Procedural Skills

   Yingtie Lei, Zhongwei Wan, Jiankun Zhang, Samiul Alam, Zixuan Zhong, Peizhou Huang, Xin Wang, Jingxuan Zhang, Donghao Zhou, Yunta Hsieh, Zhihao Dou, Hui Shen, Yan Xu, Dimitrios Dimitriadis, Tuo Zhang, and Mi Zhang

   2026

   Bib HTML PDF Code Website

   @misc{lei2026skillevolbenchbenchmarkingevolutionepisodic,
     title = {SkillEvolBench: Benchmarking the Evolution from Episodic Experience to Procedural Skills},
     author = {Lei, Yingtie and Wan, Zhongwei and Zhang, Jiankun and Alam, Samiul and Zhong, Zixuan and Huang, Peizhou and Wang, Xin and Zhang, Jingxuan and Zhou, Donghao and Hsieh, Yunta and Dou, Zhihao and Shen, Hui and Xu, Yan and Dimitriadis, Dimitrios and Zhang, Tuo and Zhang, Mi},
     year = {2026},
     eprint = {2605.24117},
     archiveprefix = {arXiv},
     primaryclass = {cs.AI},
     url = {https://arxiv.org/abs/2605.24117},
   }

3. CVPR

   QuantVLA: Scale-Calibrated Post-Training Quantization for Vision-Language-Action Models

   Jingxuan Zhang^*, Yunta Hsieh^*, Zhongwei Wan, Haokun Lin, Xin Wang, Ziqi Wang, Yingtie Lei, and Mi Zhang

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2026

   Bib HTML Website

   @inproceedings{zhang2026quantvla,
     title = {QuantVLA: Scale-Calibrated Post-Training Quantization for Vision-Language-Action Models},
     author = {Zhang, Jingxuan and Hsieh, Yunta and Wan, Zhongwei and Lin, Haokun and Wang, Xin and Wang, Ziqi and Lei, Yingtie and Zhang, Mi},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
     pages = {39539--39549},
     year = {2026},
   }

2025

1. BIBM

   FS-RWKV: Leveraging Frequency Spatial-Aware RWKV for 3T-to-7T MRI Translation

   Yingtie Lei, Zimeng Li, Chi-Man Pun, Yupeng Liu, and Xuhang Chen

   In 2025 IEEE International Conference on Bioinformatics and Biomedicine, 2025

   Bib HTML Code

   @inproceedings{lei2025fsrwkv,
     title = {FS-RWKV: Leveraging Frequency Spatial-Aware RWKV for 3T-to-7T MRI Translation},
     author = {Lei, Yingtie and Li, Zimeng and Pun, Chi-Man and Liu, Yupeng and Chen, Xuhang},
     booktitle = {2025 IEEE International Conference on Bioinformatics and Biomedicine},
     pages = {1--6},
     year = {2025},
   }

2. BMVC

   CMAMRNet: A Contextual Mask-Aware Network Enhancing Mural Restoration Through Comprehensive Mask Guidance

   Yingtie Lei, Fanghai Yi, Yihang Dong, Weihuang Liu, Xiaofeng Zhang, Zimeng Li, Chi-Man Pun, and Xuhang Chen

   In 36th British Machine Vision Conference, 2025

   Bib HTML Code

   @inproceedings{lei2025cmamrnet,
     title = {CMAMRNet: A Contextual Mask-Aware Network Enhancing Mural Restoration Through Comprehensive Mask Guidance},
     author = {Lei, Yingtie and Yi, Fanghai and Dong, Yihang and Liu, Weihuang and Zhang, Xiaofeng and Li, Zimeng and Pun, Chi-Man and Chen, Xuhang},
     booktitle = {36th British Machine Vision Conference},
     year = {2025},
   }

3. WACV

   High-Fidelity Document Stain Removal via a Large-Scale Real-World Dataset and a Memory-Augmented Transformer

   Mingxian Li^*, Hao Sun^*, Yingtie Lei^*, Xiaofeng Zhang, Yihang Dong, Yilin Zhou, Zimeng Li, and Xuhang Chen

   In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2025

   Bib HTML Code

   @inproceedings{li2025stainrestorer,
     title = {High-Fidelity Document Stain Removal via a Large-Scale Real-World Dataset and a Memory-Augmented Transformer},
     author = {Li, Mingxian and Sun, Hao and Lei, Yingtie and Zhang, Xiaofeng and Dong, Yihang and Zhou, Yilin and Li, Zimeng and Chen, Xuhang},
     booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision},
     pages = {7603--7613},
     year = {2025},
   }