Rui Wang

15938550910 | wangrui | Shenzhen | Male(he/him) | wr_szu@163.com | homepage

Education

Shenzhen University 2024.09 - 2027.06 (Expected)
Computer Science and Technology · Master of Engineering
GPA: 3.19/4 ·Advisor: Prof. Huisi Wu ·Research: Echocardiography Video Segmentation
Henan University 2020.09 - 2024.06
Data Science and Big Data Technology · Bachelor of Engineering
GPA: 3.45/4 | Rank: 15/128 (Top 11%)
CET-4: 548 | CET-6: 435

Publications

[CVPR 2026 Highlight] OSA: Echocardiography Video Segmentation via Orthogonalized State Update and Anatomical Prior-aware Feature Enhancement
Rui Wang, Huisi Wu*, Jing Qin
CVPR 2026
[ICCV 2025] GDKVM: Echocardiography Video Segmentation via Spatiotemporal Key-Value Memory with Gated Delta Rule
Rui Wang, Yimu Sun, Jingxing Guo, Huisi Wu*, Jing Qin
ICCV 2025

Research Directions

• Efficient Sequence Modeling & Long-range Dependency / Linear Key-Value Association / Gated Delta Rule / Dynamic Memory Update / Real-time Video Understanding
• Geometric Deep Learning & Manifold Optimization / Orthogonalized State Update / Stiefel Manifold / Newton-Schulz Iteration / Rank Collapse Mitigation
• Non-convex Optimization & Dynamical Systems / Geometric Regularization / Differentiable Memory Optimization / Physics-informed Feature Enhancement
• Spatiotemporal Medical Image Analysis (Application) / Echocardiography Video Segmentation / Cardiac Non-rigid Deformation / Speckle Noise Robustness / Clinical Real-time Diagnostics

Honors & Awards

National Graduate Scholarship 2025.12
Shenzhen University Graduate Academic Scholarship — Special Prize 2024.12
Shenzhen University Graduate Academic Scholarship — First Prize 2025.12
Shenzhen University Academic Launch Scholarship 2026.01
Henan University Merit Student, Henan University Scholarship 2022.12
CCF-CSP Certification — 170 points (Top 28%) 2022.03
13th Lanqiao Cup C/C++ Programming (Provincial Third Prize) 2022.05
16th China Undergraduate Computer Design Competition (Provincial Third Prize) 2023.05
16th "Challenge Cup" Undergraduate Academic Science & Technology Competition (Provincial Third Prize) 2023.08
9th China "Internet+" College Student Innovation & Entrepreneurship Competition (Provincial Third Prize) 2023.08

Projects

how2research Open Source
An open-source research guide for graduate students, covering conference submission processes, efficient LaTeX writing tips, research prompt engineering, and development environment setup (uv, VSCode). Maintained by "miyuki11".

Skills

Programming: Python, C/C++, SQL, JavaScript
Deep Learning: PyTorch, TensorFlow, Medical Image Analysis
Dev Tools: Git, Linux, Docker, VS Code, PyCharm
Research Tools: Claude Code, Harness Engineering, LaTeX

Hobbies

Volleyball · Baseball/Softball · Calligraphy