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
![sym](images/aitti.jpg)
AITTI: Learning Adaptive Inclusive Token for Text-to-Image Generation
Xinyu Hou, Xiaoming Li, Chen Change Loy
arXiv, 2024
![sym](images/w+adapter.png)
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
![sym](images/virmp.jpg)
Video Infilling with Rich Motion Prior
Xinyu Hou, Liming Jiang, Rui Shao, Chen Change Loy
British Machine Vision Conference (BMVC), 2023
![sym](images/wangyi2.jpg)
![sym](images/wangyi1.jpg)
![sym](images/dslcf.jpg)
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
- NeurIPS 2024