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

• Research Interests: Computer Vision, Multimodal Learning, Multimodal Generation and Evaluation, and Embodied Intelligence
• Contact: peiyuanzhang@sjtu.edu.cn · peiyuanzhangwhu@whu.edu.cn

🔥 News

• 2026.03:  📌 One paper related to multimodal generation (FIRM) is now available on arXiv.
• 2026.02:  📌 One paper related to object detection (PWOOD) is accepted by CVPR!
• 2025.09:  📌 One paper related to multimodal generation (RISEBench) is accepted by NeurIPS DB Track oral (Top 0.35%)！
• 2025.05:  📌 One paper related to object detection (PointOBB-v3) is accepted by IJCV！
• 2025.02:  📌 One paper related to object detection (Point2RBox-v2) is accepted by CVPR！

📝 Selected Publications

NeurIPS 2025 Oral

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

Under Review

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

CVPR 2025

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

IJCV 2025

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 2026

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

🏅 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