ZHANG Yuechen, Julian

Ph.D. Student @ CUHK

Hi! I am a fourth-year Ph.D. student at CUHK, advised by Prof. Jiaya Jia. I finished my bachelor's degree at CUHK in 2021.

I will graduate in Dec 2025 and is open for job opportunities (给孩子一个好工作吧). Drop me an Email if you are recruiting!

Email Google Scholar Github
ZHANG Yuechen

research interests

Representative Research Works

Jenga Jenga
Training-Free Efficient Video Generation via Dynamic Token Carving
Yuechen Zhang, Jinbo Xing, Bin Xia, Shaoteng Liu, Bohao Peng, Xin Tao, Pengfei Wan, Eric Lo, Jiaya Jia
Preprint, 2025
Jenga accelerates HunyuanVideo by 4.68-10.35× through dynamic attention carving and progressive resolution generation.
arXiv Project Page Code
MagicMirror MagicMirror
MagicMirror: ID-Preserved Video Generation in Video Diffusion Transformers
Yuechen Zhang*, Yaoyang Liu*, Bin Xia, Bohao Peng, Zexin Yan, Eric Lo, Jiaya Jia
Preprint, 2025
MagicMirror generates identity-preserved videos from reference images using a conditional adaptive normalization module.
arXiv Project Code
Mini-Gemini Mini-Gemini
Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models
Yanwei Li*, Yuechen Zhang*, Chengyao Wang*, Zhisheng Zhong, Yixin Chen, Ruihang Chu, Shaoteng Liu, Jiaya Jia
Preprint, 2024
Mini-Gemini is a novel framework ranges from 2B to 34B VLMs for hi-resolution image understanding.
arXiv Project Code
Prompt Highlighter Prompt Highlighter
Prompt Highlighter: Interactive Control for Multi-Modal LLMs
Yuechen Zhang, Shengju Qian, Bohao Peng, Shu Liu, Jiaya Jia
CVPR, 2024
Prompt Highlighter is a training-free inference pipeline, which facilitates token-level user interactions for customized generation.
arXiv Project Code
RIVAL RIVAL
Real-World Image Variation by Aligning Diffusion Inversion Chain
Yuechen Zhang, Jinbo Xing, Eric Lo, Jiaya Jia

NeurIPS (Spotlight), 2023
Given an image as the prompt, we can generate its variations by aligning the diffusion inversion chain. The variations are diverse and controllable.
arXiv Project Code
Ref-NPR Ref-NPR
Ref-NPR: Reference-Based Non-Photorealistic Radiance Fields
Yuechen Zhang, Zexin He, Jinbo Xing, Xufeng Yao, Jiaya Jia
CVPR, 2023
We present a controllable scene stylization method utilizing radiance fields to stylize a 3D scene, with a single stylized 2D view taken as reference.
arXiv Project Code

Full Publications

Jenga Jenga
Training-Free Efficient Video Generation via Dynamic Token Carving
Yuechen Zhang, Jinbo Xing, Bin Xia, Shaoteng Liu, Bohao Peng, Xin Tao, Pengfei Wan, Eric Lo, Jiaya Jia
Preprint, 2024
arXiv / Project / Code
MagicMirror MagicMirror
MagicMirror: ID-Preserved Video Generation in Video Diffusion Transformers
Yuechen Zhang*, Yaoyang Liu*, Bin Xia, Bohao Peng, Zexin Yan, Eric Lo, Jiaya Jia
Preprint, 2025
arXiv / Project / Code
Mini-Gemini Mini-Gemini
Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models
Yanwei Li*, Yuechen Zhang*, Chengyao Wang*, Zhisheng Zhong, Yixin Chen, Ruihang Chu, Shaoteng Liu, Jiaya Jia
Preprint, 2024
arXiv / Project / Code
Prompt Highlighter Prompt Highlighter
Prompt Highlighter: Interactive Control for Multi-Modal LLMs
Yuechen Zhang, Shengju Qian, Bohao Peng, Shu Liu, Jiaya Jia
CVPR, 2024
arXiv / Project / Code
RIVAL RIVAL
Real-World Image Variation by Aligning Diffusion Inversion Chain
Yuechen Zhang, Jinbo Xing, Eric Lo, Jiaya Jia
NeurIPS (Spotlight), 2023
arXiv / Project / Code
Ref-NPR Ref-NPR
Ref-NPR: Reference-Based Non-Photorealistic Radiance Fields
Yuechen Zhang, Zexin He, Jinbo Xing, Xufeng Yao, Jiaya Jia
CVPR, 2023
arXiv / Project / Code
Video-P2P Video-P2P
Video-P2P: Video Editing with Cross-attention Control
Shaoteng Liu, Yuechen Zhang, Wenbo Li, Zhe Lin, Jiaya Jia
CVPR, 2024
arXiv / Project / Code
DreamOmni DreamOmni
DreamOmni: Unified Image Generation and Editing
Bin Xia, Yuechen Zhang, Jingyao Li, Chengyao Wang, Yitong Wang, Xinglong Wu, Bei Yu, Jiaya Jia
CVPR, 2025
arXiv / Project / Code
ControlNeXt ControlNeXt
ControlNeXt: Powerful and Efficient Control for Image and Video Generation
Bohao Peng, Jian Wang, Yuechen Zhang, Wenbo Li, Ming-Chang Yang, Jiaya Jia
Preprint, 2024
arXiv / Project / Demo / Code
R^2 R^2
R2Former: Probing Region Relationship in Semantic Segmentation Transformers
Yuechen Zhang, Tiancheng Shen*, Huaijia Lin, Lu Qi, Eric Lo, Jiaya Jia
Preprint, 2022
CRM CRM
High Quality Segmentation for Ultra High-resolution Images
Tiancheng Shen, Yuechen Zhang, Lu Qi, Jason Kuen, Xingyu Xie, Jianlong Wu, Zhe Lin, Jiaya Jia
CVPR, 2022
Paper / Code
ResMaster ResMaster
ResMaster: Mastering High-Resolution Image Generation via Structural and Fine-Grained Guidance
Shuwei Shi, Wenbo Li, Yuechen Zhang, Jingwen He, Biao Gong, Yinqiang Zheng
AAAI, 2025
arXiv
Make-Your-Video Make-Your-Video
Make-Your-Video: Customized Video Generation Using Textual and Structural Guidance
Jinbo Xing, Menghan Xia, Yuxin Liu, Yuechen Zhang, Yong Zhang, Yingqing He, Hanyuan Liu, Haoxin Chen, Xiaodong Cun, Xintao Wang, Ying Shan, Tien-Tsin Wong
TVCG, 2025
Paper / arXiv / Project / Code
Customized video generation using textual and structural guidance.
CodeTalker
CodeTalker: Speech-Driven 3D Facial Animation with Discrete Motion Prior
Jinbo Xing, Menghan Xia, Yuechen Zhang, Xiaodong Cun, Jue Wang, Tien-Tsin Wong
CVPR, 2023
arXiv / Project / Code
KDiffusion KDiffusion
Progressively Knowledge Distillation via Re-parameterizing Diffusion Reverse Process
Xufeng Yao, Fanbin Lu, Yuechen Zhang, Xinyun Zhang, Wenqian Zhao, Bei Yu
AAAI, 2024
Paper
PCL PCL
PCL: Proxy-based Contrastive Learning for Domain Generalization
Xufeng Yao, Yang Bai, Xinyun Zhang, Yuechen Zhang, Qi Sun, Ran Chen, Ruiyu Li, Bei Yu
CVPR, 2022
Paper / Code
Flow-aware Synthesis: A Generic Motion Model for Video Frame Interpolation
Jinbo Xing*, Wenbo Hu*, Yuechen Zhang, Tien-Tsin Wong
Computational Visual Media (CVM), 2021
Paper

Education & Work Experience

The Chinese University of Hong Kong Hong Kong
Doctor of Philosophy, Computer Science. Aug 2021 - Dec 2025 (expected)
Supervisor: Prof. Jia Jiaya, Prof. Eric Lo
Bachelor of Computer Science Sep 2016 - Jul 2021
First Class Honour, ELITE Stream
Nanyang Technological University Singapore
[Exchange] GEM Trailblazer Exchange Program Jan 2019 - May 2019
Tsinghua University Beijing, China
[Exchange] Yao Class Summer Program Jul 2019 - Aug 2019
Kling, Kuaishou Shenzhen, China
Research Internship Feb 2025 - June 2025
Research on efficient video generation.
LightSpeed, Tencent Hong Kong
Research Internship Feb 2024 - Jul 2024
Research on interactive video generation and customization.
SmartMore Hong Kong
Work Study Internship Jan 2020 - Jul 2025
Research on image segmentation on real-world industry projects, including defect detection and chip circuit high-precision instance segmentation. Developing an algorithm for 2D Datamatrix code recognition and decoding.

Awards & Community Contributions