I am currently a Ph.D. candidate supervised by Prof. Chen Change Loy at MMLab@NTU, in the College of Computing and Data Science, Nanyang Technological University, Singapore. I am broadly interested in computer vision, with a focus on safety and fairness issues in generative AI.
Prior to my Ph.D. study, I received my B.Eng. degree with honors (highest distinction) from the same university in 2020. During my undergraduate study, I had valuable experience conducting research with Prof. Lap-Pui Chau and Dr. Yi Wang on vehicle tracking and crowd counting. I also spent a semester at EPFL, working with Dr. Irene Viola and Dr. Alexiou Evangelos on research project about light field and point cloud acquisition. Additionally, I completed an internship at Huawei International under the supervision of Dr. Zhuo Wei and Dr. Rehana Yasmin. These experiences collectively contributed to my growth as a researcher and professional.
News
- [06/2024] Our paper AITTI is released to arXiv.
- [02/2024] Our paper W+ Adapter is accepted by CVPR 2024.
- [08/2023] Our paper VIRMP is accepted by BMVC 2023.
Publications
AITTI: Learning Adaptive Inclusive Token for Text-to-Image Generation
Xinyu Hou, Xiaoming Li, Chen Change Loy
arXiv, 2024
When StyleGAN Meets Stable Diffusion: A W+ Adapter for Personalized Image Generation
Xiaoming Li, Xinyu Hou, Chen Change Loy
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024
Paper | Code | Project Page
Video Infilling with Rich Motion Prior
Xinyu Hou, Liming Jiang, Rui Shao, Chen Change Loy
British Machine Vision Conference (BMVC), 2023
Vehicle Tracking Using Deep SORT with Low Confidence Track Filtering
Xinyu Hou, Yi Wang, Lap-Pui Chau
IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2019
Educations
Nanyang Technological University, Singapore
Adviser: Prof. Chen Change Loy
Nanyang Technological University, Singapore
Advisers: Prof. Lap-Pui Chau and Dr. Yi Wang
- Degree with Honors (Highest Distinction)
- Dean’s List 2019-2020
- NTU Science and Engineering Scholarhsip
École Polytechnique Fédérale de Lausanne, Switzerland
Advisers: Dr. Irene Viola and Dr. Alexiou Evangelos
Academic Services
Journal Reviewer:
- International Journal of Computer Vision (IJCV)
Conference Reviewer:
- BMVC 2023, 2024
- ICLR 2024, 2025
- NeurIPS 2024
- AISTATS 2025