Zicheng Zhang

Zicheng Zhang

Shanghai Jiao Tong University

🔥 News

  • 2025.02:  ⚡⚡ Four papers (First author of Q-Eval & Q-Bench-Video) have been accepted by CVPR 2025.
  • 2025.01:  ⚡⚡ A-Bench has been accepted by ICLR 2025.
  • 2025.01:  ⚡⚡ Get the Young Elite Scientists Sponsorship Program by CAST (中国科协青年人才托举工程博士生专项计划)
  • 2024.10:  ⚡⚡ LMM-PCQA (First Author) has received the Best Paper Nomination in ACM MM 2024.
  • 2024.10:  ⚡⚡ Two papers (both are spotlight) are accepted by NIPS 2024.
  • 2024.08:  ⚡⚡ The First Prize of ECCV AIM 2024 UHD-IQA Challenge: Pushing the Boundaries of Blind Photo Quality Assessment.
  • 2024.08:  ⚡⚡ Co-Instruct is accepted by ECCV 2024 as oral
  • 2024.08:  ⚡⚡ Q-Bench+ has been accepted by IEEE TPAMI
  • 2024.07:  ⚡⚡ Seven papers (five oral) have been accepted by ACM MM 2024
  • 2024.06:  ⚡⚡ Two papers have been accepted by ICIP 2024
  • 2024.05:  ⚡⚡ Get the NSFC fund for PhD students (荣获博士生国自然基金)
  • 2024.04:  ⚡⚡ Two papers (one oral) have been accepted by ICME 2024
  • 2024.03:  ⚡⚡ The First Prize of the Short-form UGC Video Quality Assessment for NTIRE2024-CVPRW
  • 2024.02:  ⚡⚡ Organizing the Quality Assessment for AI-Generated Content - Track 1/2 Image/Video for NTIRE2024-CVPRW
  • 2024.01:  ⚡⚡ Q-Instruct get accepted by CVPR 2024!
  • 2024.01:  ⚡⚡ Q-Bench get accepted by ICLR2024 as a Spotlight paper!
  • 2023.04:  ⚡⚡ The First Prize of the IEEE ICIP Point Cloud Visual Quality Assessment Grand Challenge
  • 2022.04:  ⚡⚡ The First Prize of the IEEE ICIP Grand Challenge: Video Distortion Detection and Classification in the Context of Video Surveillance

📝 Selected Publications

IEEE TPAMI
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Q-Bench+: A Benchmark for Multi-modal Foundation Models on Low-level Vision from Single Images to Pairs

  • Zicheng Zhang*, Haoning Wu*, Erli Zhang, Guangtao Zhai, Weisi Lin
  • [Paper] [Repo]
CVPR 2025
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Q-Bench-Video: Benchmarking the Video Quality Understanding of LMMs

  • Zicheng Zhang, Ziheng Jia, Haoning Wu, Chunyi Li, Zijian Chen, Yingjie Zhou, Wei Sun, Xiaohong Liu, Xiongkuo Min, Weisi Lin, Guangtao Zhai
  • [Paper] [Repo]
Preprint
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Q-SiT: Teaching LMMs for Image Quality Scoring and Interpreting

  • Zicheng Zhang, Haoning Wu, Ziheng Jia, Weisi Lin, Guangtao Zhai
  • [Paper] [Repo]
CVPR 2025
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Q-Eval-100K: Evaluating Visual Quality and Alignment Level for Text-to-Vision Content

  • Zicheng Zhang, Tengchuan Kou, Shushi Wang, Chunyi Li, Wei Sun, Wei Wang, Xiaoyu Li, Zongyu Wang, Xuezhi Cao, Xiongkuo Min, Xiaohong Liu, Guangtao Zhai
  • [Paper] [Repo]
ACM MM Best Paper Nomination
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LMM-PCQA: Assisting Point Cloud Quality Assessment with LMM

  • Zicheng Zhang, Haoning Wu, Yingjie Zhou, Chunyi Li, Wei Sun, Chaofeng Chen, Xiongkuo Min, Xiaohong Liu, Weisi Lin, Guangtao Zhai
  • [Paper] [Repo]
ICLR 2025
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A-Bench: Are LMMs Masters at Evaluating AI-generated Images?

  • Zicheng Zhang, Haoning Wu, Chunyi Li, Yingjie Zhou, Wei Sun, Xiongkuo Min, Zijian Chen, Xiaohong Liu, Weisi Lin, Guangtao Zhai
  • [Paper] [Repo]
ICLR 2024 (Spotlight)
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Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-Level Vision

  • Haoning Wu*, Zicheng Zhang*, Erli Zhang*, Chaofeng Chen, Liang Liao, Annan Wang, Chunyi Li, Wenxiu Sun, Qiong Yan, Guangtao Zhai, Weisi Lin
  • [Paper] [Repo]
CVPR 2024
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Q-Instruct: Improving Low-level Visual Abilities for Multi-modality Foundation Models

  • Haoning Wu*, Zicheng Zhang*, Erli Zhang*, Chaofeng Chen1, Liang Liao, Annan Wang, Kaixin Xu, Chunyi Li, Jingwen Hou, Guangtao Zhai, Geng Xue, Wenxiu Sun, Qiong Yan, Weisi Lin
  • [Paper] [Repo]
ICML 2024
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Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels

  • Haoning Wu*, Zicheng Zhang*, Weixia Zhang, Chaofeng Chen, Liang Liao, Chunyi Li, Yixuan Gao, Annan Wang, Erli Zhang, Wenxiu Sun, Qiong Yan, Xiongkuo Min, Guangtao Zhai, Weisi Lin
  • [Paper] [Repo]
IJCAI 2023
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MM-PCQA: Multi-Modal Learning for No-reference Point Cloud Quality Assessment

  • Zicheng Zhang, Wei Sun, Xiongkuo Min, Quan Zhou, Jun He, Qiyuan Wang, Guangtao Zhai
  • [Paper] [Repo]
IEEE TCSVT
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No-reference quality assessment for 3d colored point cloud and mesh models

  • Zicheng Zhang, Wei Sun, Xiongkuo Min, Tao Wang, Wei Lu, Guangtao Zhai
  • [Paper] [Repo]
IEEE TMM
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Evaluating Point Cloud from Moving Camera Videos: A No-Reference Metric

  • Zicheng Zhang, Wei Sun, Yucheng Zhu, Xiongkuo Min, Wei Wu, Ying Chen, Guangtao Zhai
  • [Paper] [Repo]
ACM TOMM
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Subjective and Objective Quality Assessment for in-the-Wild Computer Graphics Images

  • Zicheng Zhang, Wei Sun, Yingjie Zhou, Jun Jia, Zhichao Zhang, Jing Liu, Xiongkuo Min, Guangtao Zhai
  • [Paper] [Repo]
ACM TOMM
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GMS-3DQA: Projection-based Grid Mini-patch Sampling for 3D Model Quality Assessment

  • Zicheng Zhang, Wei Sun, Houning Wu, Yingjie Zhou, Chunyi Li, Xiongkuo Min, Guangtao Zhai, Weisi Lin
  • [Paper] [Repo]
CVPR 2023
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MD-VQA: Multi-Dimensional Quality Assessment for UGC Live Videos

  • Zicheng Zhang, Wei Wu, Wei Sun, Dangyang Tu, Wei Lu, Xiongkuo Min, Ying Chen, Guangtao Zhai
  • [Paper] [Repo]
IEEE TBC
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Quality-of-Experience Evaluation for Digital Twins in 6G Network Environments

  • Zicheng Zhang, Yingjie Zhou, Long Teng, Wei Sun, Chunyi Li, Xiongkuo Min, Xiao-Ping Zhang, Guangtao Zhai
  • [Paper]
ECCV Oral
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Towards Open-ended Visual Quality Comparison

  • Haoning Wu*, Hanwei Zhu*, Zicheng Zhang*, Erli Zhang, Chaofeng Chen, Liang Liao, Chunyi Li, Annan Wang, Wenxiu Sun, Qiong Yan, Xiaohong Liu, Guangtao Zhai, Shiqi Wang, Weisi Lin
  • [Paper] [Repo]

📖 Educations

  • 2020.09 - Now, PhD Student, SJTU Multimedia Lab, Shanghai Jiao Tong University, supervised by Prof. Guangtao Zhai. Research topics: Quality Assessment and Low-level Vision.
  • 2016.09 - 2020.06, B.S. in Information Science, SEIEE, Shanghai Jiao Tong University.

💻 Internships

  • 2021.06 - 2021.09, Bilibili, Shanghai, China.
  • 2020.09 - 2021.03, Huawei, Shanghai, China.