Currently, I am a second-year Ph.D. student of the joint program between Artificial Intelligence Institute, Shanghai Jiao Tong University (supervised by Prof. Xiaokang Yang (杨小康) and Eastern Institute for Advanced Study (co-supervised by Prof. Kevin Zeng (曾文军) and Prof. Xin Jin (金鑫)). Meanwhile, I am also a research intern at Ant Research (supervised by Dr. Kecheng Zheng (郑可成)). Before that, I received my M.S. degree from Shanghai Jiao Tong University in 2023 (supervised by Prof. Jianxun Li (李建勋)) and my B.S. degree from Northwestern Polytechnical University in 2020 (supervised by Prof. Jianhua He (何建华)). Besides, I also had a great time interning at 2012 Lab of Huawei and Applied Machine Learning of ByteDance .

My research interests include Computer Vision, Semantic Segmentation, Un-/Semi-supervised Learning from 2019, and AI Generated Content (AIGC) and Multimodal Representation Learning from 2023.

🔥 News

• 2024.10:  🎉🎉 I was invited to participate in the Half-Marathon of Westlake University (1h35m) and competed with Yigong Shi (施一公).
• 2024.09:  🎉🎉 Two papers (with one Spotlight) were accepted by NeurlPS 2024 (CCF-A)~
• 2024.08:  🎉🎉 One paper was accepted by BIBM 2024 (Top Bioinformatics Conference, CCF-B)~
• 2024.07:  🎉🎉 I joined Interaction Intelligence Lab, Ant Research as a research intern.
• 2024.04:  🎉🎉 Congratulations to Prof. Kevin Zeng on his election as the International Fellow of the Canadian Academy of Engineering.
• 2024.04:  🎉🎉 One paper was accepted by IJCAI 2024 (CCF-A)~
• 2023.09:  🎉🎉 I joined Eastern Institute for Advanced Study as a research intern.
• 2023.05:  🎉🎉 Shanghai Jiao Tong University officially released a news about me.
• 2023.03:  🎉🎉 I will continue to pursue my Ph.D. degree at Shanghai Jiao Tong University.
• 2023.03:  🎉🎉 I graduated with the highest honors from Shanghai Jiao Tong University.
• 2022.05:  🎉🎉 One paper was accepted by IROS 2022 (Top Robotics Conference, CCF-C)~

📝 Publications

Equal contribution$^\star$; Corresponding author$^\dagger$

NeurlPS 2024

Scene Graph Disentanglement and Composition for Generalizable Complex Image Generation

Yunnan Wang, Ziqiang Li, Zequn Zhang, Wenyao Zhang, Baao Xie, Xihui Liu, Wenjun Zeng, Xin Jin$^\dagger$

Annual Conference on Neural Information Processing Systems (NeurIPS 2024). Spotlight.

Project/Arxiv/Code

NeurlPS 2024

Graph-based Unsupervised Disentangled Representation Learning via Multimodal Large Language Models

Baao Xie, Qiuyu Chen,Yunnan Wang, Zequn Zhang, Xin Jin$^\dagger$, Wenjun Zeng

Annual Conference on Neural Information Processing Systems (NeurIPS 2024).

Project/Arxiv/Code

BIBM 2024

Consistency Prior Matters: Biomedical-Prompting Dual Augmentation for Domain Adaptive Medical Image Segmentation

Yunnan Wang, Zequn Zhang, Xin Jin, Wenjun Zeng$^\dagger$

IEEE International Conference on Bioinformatics and Biomedicine (BIBM 2024). Oral Presentation.

Project/Arxiv/Code

IJCAI 2024

Bridging Stereo Geometry and BEV Representation with Reliable Mutual Interaction for Semantic Scene Completion

Bohan Li, Yasheng Sun, Zhujin Liang, Dalong Du, Zhuanghui Zhang, Xiaofeng Wang, Yunnan Wang, Xin Jin, Wenjun Zeng$^\dagger$

International Joint Conference on Artificial Intelligence (IJCAI 2024).

Project/Arxiv/Code

IROS 2022

Bilateral Knowledge Distillation for Unsupervised Domain Adaptation of Semantic Segmentation

Yunnan Wang, Jianxun Li$^\dagger$

IEEE/RSJ International Conference on Intelligent Robots and System (IROS 2022). Oral Presentation.

Project/Arxiv/Code

Preprint

TCSVT 2024

Canvas: Compositional Generation for Art Painting with Seamless Subject-Driven Infusion

Yunnan Wang, Ziqiang Li, Wenyao Zhang, Lexiang Lv, Zequn Zhang, Xiaoyu Shen, Xin Jin, Wenjun Zeng$^\dagger$

IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), under review.

Project/Arxiv/Code

TMI 2023

Exploring Contrastive Pre-training for Domain Connections in Medical Image Segmentation

Zequn Zhang$^\star$, Yun Jiang$^\star$, Yunnan Wang, Baao Xie, Wenyao Zhang, Yuhang Li, Zhen Chen, Xin Jin, Wenjun Zeng$^\dagger$

IEEE Transactions on Medical Imaging (TMI), under review.

Project/Arxiv/Code

KBS 2024

Single-Instance Feature Bias Calibrating Learning Base EM for Text-to-Image Person Re-identification

Yifeng Gou, Ziqiang Li, Junyin Zhang, Yunnan Wang, Yongxin Ge$^\dagger$

Knowledge-based Systems (KBS), under review.

Project/Arxiv/Code

Ongoing 2024

Coarse-to-Fine Monocular Depth Estimation with Text Alignment and Pose Disentanglement

Wenyao Zhang, Bohan Li, Yunnan Wang, Shengyang Zhao, Xin Jin, Wenjun Zeng$^\dagger$

Ongoing work.

Project/Arxiv/Code

📖 Educations

• 2023.03 - present, Ph.D. in Computer Science,Shanghai Jiao Tong University (SJTU), Shanghai
• 2020.09 - 2023.03, M.S. in Automation, Shanghai Jiao Tong University (SJTU), Shanghai
• 2016.09 - 2020.09, B.S. in Automation, Northwestern Polytechnical University (NWPU), Xi’an, Shaanxi

💻 Internships

• 2024.07 - present: Interaction Intelligence Lab, Ant Research , Hangzhou, Zhejiang
  • Position: Multi-Modal Algorithm Intern
  • Duty: Multi-Modal Algorithm Research
  • Supervisor: Dr. Kecheng Zheng
• 2023.09 - present: College of Information Science and Technology, Eastern Institute for Advanced Study , Ningbo, Zhejiang
  • Position: Computer Vision Algorithm Intern
  • Dutiy: AI Generated Content (AIGC) Research
  • Supervisor: Prof. Wenjun Zeng and Prof. Xin Jin
• 2022.06 - 2022.10: Central Media Technology Institute, 2012 Lab, Huawei , Shanghai
  • Position: Computer Vision Algorithm Intern
  • Duty: Optical Flow Estimation, Motion Detection, and Lane Detection
  • Supervisor: Dr. Jia Cai
• 2022.03 - 2022.06: Applied Machine Learning (AML), ByteDance , Shanghai
  • Position: Machine Learning Algorithm Intern
  • Duty: Recommendation/Advertising/Search Algorithm Research
  • Supervisor: Dr. Xiang Li

🎖 Honors and Awards

• 2023.03 Excellent Graduate of Shanghai (Top 3% in SJTU)
• 2022.09 CETC Les Scholarship (SJTU)
• 2021.10 National Scholarship for Graduate Students (Top 3% in SJTU)
• 2020.06 Excellent Graduate of Shaanxi Province(Top 3% in NWPU)
• 2019.11 Wu Yajun Scholarship (NWPU)
• 2018.11 The Third Prize of National Undergraduate Electronics Design Contest
• 2018.10 National Scholarship for Undergraduate Students (Top 1% in NWPU)
• 2018.05 Meritorious Winner of the Interdisciplinary Contest in Modeling (ICM)
• 2017.10 Guangdong-Hong Kong-Macao Scholarship (NWPU)
• 2015.09 The Second Prize of Chinese Physics Olympiad
• 2015.09 The Third Prize of Chinese Mathematical Olympiad

💬 Activities

• Reviewer: NeurlPS, CVPR, ICCV, ACM MM, TCSVT and TNNLS etc.
• 2023.03 - present, Alumni Trustee of Shanghai Jiao Tong University.
• 2020.09 - 2023.03, Monitor of Master Class B2003292, Shanghai Jiao Tong University.
• 2016.09 - 2020.06, Mental-Health Counselor, Northwestern Polytechnical University.
• Avocation : Competitive road cycling (more than 10 years); Marathon (Half Marathon PB: 1h27m, Marathon PB: 3h08m).