I am a PhD student at The University of Hong Kong, supervisde by Prof. Yizhou Yu (ACM & IEEE Fellow) and Prof. Ping Luo (Associate Director of HKU Musketers Foundation Institute of Data Science). I am part of the HKU MMLab led by Prof. Ping Luo. During my PhD study, I was lucky to collaborate with several researchers in industry e.g. Dr. Sifei Liu and Dr. Hongxu Yin @ NVIDIA and Dr. Junjie Yan @ Sensetime.
My work has focused on probabilistic modeling of high-dimensional data, large vision-language model and the application of this technique to various domains. Specifically, I investigate the efficient neural network, such as dynamic routing and knowledge distillation. I also had experience in the semi-supervised and self-supervised learning of object detection.
One of my recent notable contributions involves RAPHAEL, a large-scale text-to-image generator featured in SenseMirage.
My research interest is solving challenging problems in computer vision and machine learning, including:
Diffusion model
Large vision-language model
Object detection
Knowledge distillation
If you are interested in my research or collaboration with me, please feel free to drop an email.
@article{guo2024regiongpt,title={Regiongpt: Towards region understanding vision language model},author={Guo, Qiushan and De Mello, Shalini and Yin, Hongxu and Byeon, Wonmin and Cheung, Ka Chun and Yu, Yizhou and Luo, Ping and Liu, Sifei},journal={CVPR},year={2024},}
EGC: Image Generation and Classification via a Diffusion Energy-Based Model
Qiushan Guo , Chuofan Ma , Yi Jiang , and 3 more authors
@article{guo2023egc,title={EGC: Image Generation and Classification via a Diffusion Energy-Based Model},author={Guo, Qiushan and Ma, Chuofan and Jiang, Yi and Yuan, Zehuan and Yu, Yizhou and Luo, Ping},journal={ICCV},year={2023},}
Online knowledge distillation via collaborative learning
Qiushan Guo , Xinjiang Wang , Yichao Wu , and 4 more authors
@article{guo2020online,title={Online knowledge distillation via collaborative learning},author={Guo, Qiushan and Wang, Xinjiang and Wu, Yichao and Yu, Zhipeng and Liang, Ding and Hu, Xiaolin and Luo, Ping},journal={CVPR Oral},year={2020},google_scholar_id={zYLM7Y9cAGgC},}