Zhengqiang ZHANG (郑强 张)

I am currently a fourth-year PhD student in the Department of COMP at Hong Kong Polytechnic University (PolyU), supervised by Prof. Lei ZHANG. Prior to that, I worked as Multimedia AI Algorithm Engineer at HUYA Company for about one half and one year. I received my Master’s (supervised by Prof. Xinge You) and Bachelor’s degree at Huazhong University of Science and Technology (HUST). My research interests lie in image generation and image reconstrcution. Recently, I focus on diffusion generative models.

🔥 News

  • 2025.09:  🎉🎉 3 papers accepted by NIPS 2025, including 1 first-author paper.

📝 Publications

NIPS 2025
sym

GPSToken: Gaussian Parameterized Spatially-adaptive Tokenization for Image Representation and Generation

Zhengqiang ZHANG, Rongyuan Wu, Lingchen Sun, Lei Zhang+

+: Corresponding author

  • A non-uniform, spatially-adaptive image tokenizer using 2D Gaussians, which allocates more tokens for complex regions while less tokens for simple regions.
ICCV 2025
sym

Generalized and Efficient 2D Gaussian Splatting for Arbitrary-scale Super-Resolution

Du Chen, Liyi Chen, Zhengqiang ZHANG, Lei Zhang+

*: Equal contribution, +: Corresponding author

  • Arbitrary-scale SR via 2D Gaussian Splatting.
ICLR 2025
sym

FreCaS: Efficient Higher-Resolution Image Generation via Frequency-aware Cascaded Sampling

Zhengqiang ZHANG, Ruihuang Li, Lei Zhang+

+: Corresponding author

  • A training-free sampling strategy which generates higher-resolution images with pretrained diffusion models.
ACM MM 2024
sym

SSL: A Self-similarity Loss for Improving Generative Image Super-resolution

Du Chen, Zhengqiang ZHANG, Jie Liang, Lei Zhang+

*: Equal contribution, +: Corresponding author

  • A self-similarity loss for generative ISR task.
TIP
sym

TMP: Temporal Motion Propagation for Online Video Super-Resolution

Zhengqiang ZHANG, Ruihuang Li, Shi Guo, Yang Cao, Lei Zhang+

+: Corresponding author

  • A fast motion estimation method for online VSR.

More papers can be see in Google Scholar.

📖 Educations

  • 2022.09 - Now, PhD, Hong Kong Polytechnic University, COMP Departure.
  • 2017.09 - 2020.06, Master, Huazhong University of Science and Technology, School of Electronic Information and Communications.
  • 2013.09 - 2017.06, Bachelor, Huazhong University of Science and Technology, School of Electronic Information and Communications.

💻 Internships

  • 2022.09 - Now, OPPO, China.

💼 Occupation

  • 2021.09 - 2022.03, Huya, China.