Yifan Zhou's Blog
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Yifan Zhou

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BIOGRAPHY

Yifan Zhou is an Ph.D. student at the School of Computer Science and Engineering, Nanyang Technological University, Singapore. He is a member of NTU MMLab affiliated with the NTU S-Lab, supervised by Professor Xingang Pan. Before that, he worked as research engineer in NTU S-Lab and Shanghai AI Lab. He received his bachelor degree at Computer Science School, Beijing Institute of Technology. His current research interest is image and video generation.

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EDUCATON

Aug 2023 - present, S-Lab, School of Computer Science and Engineering

Nanyang Technological University, Singapore

Sept 2017 – Jun 2021, Computer Science & Technology, School of Computer Science & Technology

Beijing Institute of Technology, China, GPA: 3.7/4.0 (88/100)

PROFESSIONAL EXPERIENCE

Research Engineer @ NTU S-Lab (Mar 2022 - Aug 2023)

  • Participate in the development of an AI face editing project. I was responsible for model deployment and codebase management.
  • Participate in a diffusion-based video translation project. I was mainly responsible for code implementation.

Algorithm Engineer @ Shanghai AI Lab (Jul 2021 - Feb 2022)

  • Core developer and maintainer of MMDeploy, an open source deep learning model deployment library.

PUBLICATIONS

Trainable Log-linear Sparse Attention for Efficient Diffusion Transformers [PDF]
Yifan Zhou, Zeqi Xiao, Tianyi Wei, Shuai Yang, and Xingang Pan

  • arXiv 2025

Alias-free latent diffusion models: Improving fractional shift equivariance of diffusion latent space [PDF]
Yifan Zhou, Zeqi Xiao, Shuai Yang, and Xingang Pan

  • IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR, Oral), 2025

FRESCO: Spatial-Temporal Correspondence for Zero-Shot Video Translation [PDF]
Shuai Yang, Yifan Zhou, Ziwei Liu, Chen Change Loy
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024

DiffMorpher: Unleashing the Capability of Diffusion Models for Image Morphing [PDF]
Kaiwen Zhang, Yifan Zhou, Xudong Xu, Xingang Pan, and Bo Dai
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024

Rerender a video: Zero-shot text-guided video-to-video translation [PDF]
Shuai Yang, Yifan Zhou, Ziwei Liu, Chen Change Loy
ACM SIGGRAPH Asia 2023 Conference Proceedings

PanoFlow: Learning 360◦ Optical Flow for Surrounding Temporal Understanding [PDF]

Hao Shi†, Yifan Zhou†, Kailun Yang, Xiaoting Yin, Ze Wang, Yaozu Ye, Zhe Yin, Shi Meng, Peng Li, and Kaiwei Wang

IEEE Transactions on Intelligent Transportation Systems (ITITS)

Learning optical flow via cross strip correlation for autonomous driving [PDF]

Hao Shi,Yifan Zhou, Kailun Yang, Xiaoting Yin, and Kaiwei Wang

IEEE Intelligent Vehicles Symposium (IV)

HONORS/AWARDS

Programming Contests

ACM-ICPC: 1 Gold Medal, 5 Sliver Medal

CCPC(China Collegiate Programming Contest): 2 Sliver Medal

PROJECTS

Undergraduate Capstone: Efficient Gradient-domain Image Seamless Blending (Mar 2021 - Jun 2021)

blog link: https://zhouyifan.net/2021/05/10/20210322-PoissonImgaeEditImplementation/

github link: https://github.com/SingleZombie/Gradient-Domain-Image-Processing-Cpp

Image Segmentation using Superpixels(Jan 2020)

blog link: https://zhouyifan.net/2020/02/01/DIP-image-segmentation-project-2/

github link: https://github.com/SingleZombie/SLICAP-image-segmentation-cpp

Effective Sudoku Solver (Jan 2020)

blog link: https://zhouyifan.net/2019/12/23/Software-Engineering-Project/

github link: https://github.com/SingleZombie/sudoku-solver

Chinese Spelling Checker(Dec 2019)

blog link: https://zhouyifan.net/2020/02/09/Chinese-Spelling-Checker/

github link: https://github.com/SingleZombie/Simple-Chinese-Spelling-Checker

Ray tracing running on CPU(Aug 2019)

blog link: https://zhouyifan.net/2020/02/08/Cpp-Ray-Tracing-running-on-CPU/

github link: https://github.com/SingleZombie/Ray-Tracing-OpenGL

SKILLS/OTHERS

Computer Skills

  • Rich experience in C++ programming(since 2014). Familiar with C++ STL, OpenGL, OpenCV, cocos2dx.
  • Have accomplished projects using java, python.
  • Learn and implement efficient algorithm quickly and correctly.
  • Able to create animation by Flash and modify video by PR.