Zhang Peiyuan

Zhang Peiyuan

Shanghai Jiao Tong University

I am a Ph.D. student at Shanghai Jiao Tong University, advised by Prof. Xue Yang and Prof. Junchi Yan.

🔥 News

  • 2026.08:  📌 FIRM-Video and Video-IFBench is now available on arXiv.
  • 2026.03:  📌 FIRM-Reward is now available on arXiv.
  • 2026.02:  📌 PWOOD is accepted by CVPR!
  • 2025.09:  📌 RISEBench is accepted by NeurIPS DB Track oral (Top 0.35%)！
  • 2025.05:  📌 PointOBB-v3 is accepted by IJCV！
  • 2025.02:  📌 Point2RBox-v2 is accepted by CVPR！

📝 Selected Publications

Under Review
FIRM-Video

FIRM-Video: Check Before You Score for Reliable Text-to-Video Reward Modeling

Peiyuan Zhang, Xiangyu Zhao, Hongbo Liu, Xiaoxing Hu, Mingxin Liu, Shuran Ma, Yunhang Shen, Jian Hu, Haihan Gao, Haoyu Cao, Xue Yang°

📄 Paper · 🌐 Project

Under Review
FIRM-Video

Video-IFBench: Evaluating Instruction Following of Multimodal LLMs in Video Understanding Scenarios

Hongbo Liu^, Peixian Chen^, Sihan Liu, Peiyuan Zhang, Kai Zou, Dian Zheng, Xiaoxing Hu, Yuhao Dong, Mengdan Zhang, Yunhang Shen, Haoyu Cao, Wei Liu, Weibo Gu, Xing Sun, Shengjie Zhao°

📄 Paper · 🌐 Project

Under Review
FIRM

Trust Your Critic: Robust Reward Modeling and Reinforcement Learning for Faithful Image Editing and Generation

Xiangyu Zhao^, Peiyuan Zhang^, Junming Lin^, Tianhao Liang^, Yuchen Duan, Changyao Tian, Shengyuan Ding, Yuhang Zang, Junchi Yan, Xue Yang°

📄 Paper · 🌐 Project

NeurIPS 2025 Oral
RISEBench

Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing

Xiangyu Zhao^, Peiyuan Zhang^, Kexian Tang^, Xiaorong Zhu^, Hao Li, Wenhao Chai, Zicheng Zhang, Renqiu Xia, Guangtao Zhai, Junchi Yan, Hua Yang°, Xue Yang°, Haodong Duan°

📄 Paper · 💻 Repo

CVPR 2026
PWOOD

Partial Weakly-Supervised Oriented Object Detection

Mingxin Liu, Peiyuan Zhang, Yuan Liu, Wei Zhang, Yue Zhou, Ning Liao, Ziyang Gong, Junwei Luo, Zhirui Wang, Yi Yu, Xue Yang°

📄 Paper · 💻 Repo

IJCV 2025
PointOBB-v3

PointOBB-v3: Expanding Performance Boundaries of Single Point-Supervised Oriented Object Detection

Peiyuan Zhang^, Junwei Luo^, Xue Yang^, Yi Yu, Qingyun Li, Yue Zhou, Xiaosong Jia, Xudong Lu, Jingdong Chen, Xiang Li, Junchi Yan, Yansheng Li°

📄 Paper · 💻 Repo

CVPR 2025
Point2RBox-v2

Point2RBox-v2: Rethinking Point-supervised Oriented Object Detection with Spatial Layout Among Instances

Yi Yu^, Botao Ren^, Peiyuan Zhang^, Mingxin Liu, Junwei Luo, Shaofeng Zhang, Feipeng Da, Junchi Yan, Xue Yang°

📄 Paper · 💻 Repo

🏅 Honors and Awards

  • 2025.11 “Challenge Cup” National College Student Curricular Academic Science and Technology Works Competition National First Prize

  • 2025.10 Lei Jun Scholarship of CS, Wuhan University (Top 1%)

  • 2025.09 First-class Scholarship of CS, Wuhan University (Top 5%)

  • 2025.08 National College Students Computer System Capability Competition (Xiaomi Cup) National First Prize

  • ……

🎓 Educations

  • 2026.09 - Present, Ph.D. Student, School of Automation and Intelligent Sensing, Shanghai Jiao Tong University

  • 2022.09 - 2026.06, B.S., School of Computer Science, Wuhan University

💬 Invited Talks

  • Not yet — but my GPU has heard plenty of my research talks.

🧑‍💻 Internships

  • 2023.12 - 2025.06, WHU SkyEarth
  • 2025.12 - now, Tencent YouTu Lab