Mingyu Liu

I am a PhD student at the State Key Laboratory of CAD&CG, Zhejiang University, advised by Chunhua Shen. Currently, I am a research intern at Shanghai AI Laboratory. I got my bachelor degree from the School of Artificial Intelligence and Automation(Elite Class), Huazhong University of Science and Technology. I'm open for discussion on exciting topics about AI and happy to make friends with people from various backgrounds. Feel free to contact me!


Formal Bio     Github     G. Scholar     CV

mingyuliu [at] zju [dot] edu [dot] cn

Some recent news:
[03/2025]: One Paper accepted by SIGGRAPH2025.
[02/2025]: One Paper accepted by CVPR2025.
[02/2025]: PerturboLLaVa is chosen as ICLR2025 Spotlight(top 5.1%)!
[01/2025]: Three Papers accepted by ICLR2025.
[07/2024]: One Paper accepted by ECCV2024.
Recent Publications(* means equal contribution): [Full List]

DICEPTION: a generalist diffusion model for visual perceptual tasks

Canyu Zhao*, Mingyu Liu*, Huanyi Zheng, Muzhi Zhu, Zhiyue Zhao, Hao Chen, Tong He, Chunhua Shen
arxiv
Webpage  •   PDF  •   Code

Selected Publications(* means equal contribution): [Full List]

MovieBench:A Hierarchical Movie Level Dataset for Long Video Generation

Weijia Wu, Mingyu Liu, Zeyu Zhu, Xi Xia, Haoen Feng, Wen Wang, Kevin Qinghong Lin, Chunhua Shen, Mike Zheng Shou
Conference on Computer Vision and Pattern Recognition (CVPR) 2025
Webpage  •   PDF  •   Code

PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training

Cong Chen*, Mingyu Liu*, Chenchen Jing, Yizhou Zhou, Fengyun Rao, Hao Chen, Bo Zhang, Chunhua Shen
International Conference on Learning Representations (ICLR) 2025
★ Spotlight Presentation(5.1% in all submission) ★
Webpage  •   PDF  •   Code

Moviedreamer: Hierarchical generation for coherent long visual sequence

Canyu Zhao*, Mingyu Liu*, Wen Wang, Weihua Chen, Fan Wang, Hao Chen, Bo Zhang, Chunhua Shen
International Conference on Learning Representations (ICLR) 2025
Webpage  •   PDF  •   Code

What Matters When Repurposing Diffusion Models for General Dense Perception Tasks?

Guangkai Xu, Yongtao Ge, Mingyu Liu, Chengxiang Fan, Kangyang Xie, Zhiyue Zhao, Hao Chen, Chunhua Shen
International Conference on Learning Representations (ICLR) 2025
Webpage  •   PDF  •   Code

Take A Step Back: Rethinking the Two Stages in Visual Reasoning

Mingyu Zhang, Jiting Cai, Mingyu Liu, Yue Xu, Cewu Lu, Yong-Lu Li
European Conference on Computer Vision (ECCV), 2024
Webpage  •   PDF  •   Code

2024

Excellent Undergradute Graduation thesis

Outstanding Graduates

FiberHome Scholarship (Only one in the Department)

2023

Academic Excellence Scholarship (rk1/30 Honor Class)，HUST

China Aerospace Science and Technology Corporation(CASC) Scholarship (Only one in the Department)

2022

Outstanding Undergraduate of Academic Performance (Top 1% in HUST)

China University Robot Competition, 3rd place Nationalwide, First Prize

2019

National High School Mathematics League, First Prize

Chinese Physics Olympiad, First Prize