Huiyu Duan

Postdoc, Shanghai Jiaotong University

Joined

March 2022

Names

Huiyu Duan (Preferred)

Emails

****@sjtu.edu.cn (Confirmed)

Personal Links

Google Scholar

DBLP

ORCID

Career & Education History

Postdoc

Shanghai Jiaotong University (sjtu.edu.cn)

2024 – Present

PhD student

Shanghai Jiao Tong University (sjtu.edu.cn)

2017 – 2024

Advisors, Relations & Conflicts

PhD Advisor

Guangtao Zhai

2017 – 2024

Expertise

multimedia signal processing

2017 – Present

image processing

2017 – Present

image quality assessment

2017 – Present

Publications

$Omni^2$ : Unifying Omnidirectional Image Generation and Editing in an Omni Model
Liu Yang, Huiyu Duan, Yucheng Zhu, Xiaohong Liu, Lu Liu, Zitong Xu, Guangji Ma, Xiongkuo Min, Guangtao Zhai, Patrick Le Callet
- OpenReview Archive Direct Upload
- Readers: Everyone
Dfbench: Benchmarking deepfake image detection capability of large multimodal models
Jiarui Wang, Huiyu Duan, Juntong Wang, Ziheng Jia, Woo Yi Yang, Xiaorong Zhu, Yu Zhao, Jiaying Qian, Yuke Xing, Guangtao Zhai, Xiongkuo Min
- application, dataset, deepfake detection
- Readers: Everyone
AIGV-assessor: benchmarking and evaluating the perceptual quality of text-to-video generation with LMM
Jiarui Wang, Huiyu Duan, Guangtao Zhai, Juntong Wang, Xiongkuo Min
- application, AIGC dataset and evaluation
- Readers: Everyone
LMM4LMM: Benchmarking and Evaluating Large-multimodal Image Generation with LMMs
Jiarui Wang, Huiyu Duan, Yu Zhao, Juntong Wang, Guangtao Zhai, Xiongkuo Min
- application, AIGC dataset and evaluation
- Readers: Everyone
Steering and Rectifying Latent Representation Manifolds in Frozen Multi-modal LLMs for Video Anomaly Detection
Zhaolin Cai, Fan Li, Huiyu Duan, Lijun He, Guangtao Zhai
- ICLR 2026 Poster
- Readers: Everyone
MIMIC-Bench: Exploring the User-Like Thinking and Mimicking Capabilities of Multimodal Large Language Models
Jiajie Teng, Huiyu Duan, Sijing Wu, Jiarui Wang, Xilei Zhu, Jianing Jin, Wei Shen, Xiongkuo Min, Guangtao Zhai
- ICLR 2026 Poster
- Readers: Everyone
FVBench：Benchmarking Deepfake Video Detection Capability of Large Multimodal Models
Jiarui Wang, Huiyu Duan, Shen Wang, Juntong Wang, Guangtao Zhai, Xiongkuo Min
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
ODI-Bench: Can MLLMs Understand Immersive Omnidirectional Environments?
Liu Yang, Huiyu Duan, Ran Tao, Juntao Cheng, Sijing Wu, Yunhao Li, Jing Liu, Xiongkuo Min, Guangtao Zhai
- ICLR 2026 Poster
- Readers: Everyone
Exploring Instruction Data Quality for Explainable Image Quality Assessment
Yunhao Li, Sijing Wu, Huiyu Duan, Yucheng Zhu, Qi Jia, Guangtao Zhai
- Submitted to ICLR 2026
- Readers: Everyone
TIT-Score: Evaluating Long-Prompt Based Text-to-Image Alignment via Text-to-Image-to-Text Consistency
Juntong Wang, Huiyu Duan, Jiarui Wang, Ziheng Jia, Guangtao Zhai, Xiongkuo Min
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone

View all 41 publications

Co-Authors

View all 73 co-authors