Quanyuan Ruan
π§ ruanquanyuan@outlook.com | π 17820470783 | π github | π δΈζ
Education
- South China University of Technology | 2023/09 - 2026/06
- Master - Electronic Information - Rank 12/140 | Guangzhou, Guangdong
- Advisor: Kui Jia
- South China University of Technology | 2019/09 - 2023/06
- Bachelor - Information Engineering - CGPA 3.88/4.0 | Top 5% | Guangzhou, Guangdong
Projects
Prof. Robot: Differentiable Robot Rendering Without Static and Self-Collisions
- 2024/07 - 2024/11
- Researched collision issues in differentiable robot rendering, combining binary classification with SDF fields to achieve collision detection and elimination for robots
- Used dependent multi-layer perceptrons to learn SDF fields from robot poses to determine collisions, improving gradient optimization reliability
- Converted SDF fields to collision probabilities, using classification loss to eliminate need for exact manifold distance labels without explicit manifold distance calculations
HumanPlus
- 2024/07 - 2024/09
- Replicated HumanPlus’s HIT model, implemented collaborative grasping between Rokae robotic arm and Inspire dexterous hand, and optimized grasping strategies
- Developed DexSim simulation engine to collect simulated environment data, trained models through domain randomization for real-world transfer
Vision-Audio-Fusion Perception Robot
- 2024/03 - 2024/07
- Used generative multimodal large models to solve open-world visual question answering for robots
- Integrated language model ChatGLM and vision model CogVLM on robot to improve question answering and visual cognition capabilities
- Built independent Q&A logic based on FastAPI for flexible adjustment and optimization of Q&A flow
C++ Based Ray Tracing Software Rasterizer
- 2023/12 - 2024/03
- Implemented C++ based ray tracing software rasterizer capable of rendering high-quality 3D scenes
- Achieved multi-threading acceleration, anti-aliasing, supported various materials like diffuse, metal, dielectric, and implemented shadows, reflections, refractions
Digital Watermarking System
- 2021/11 - 2021/12
- Embedded hidden watermark information (invisible) in image spatial, frequency and wavelet domains, enabling digital watermark embedding and extraction
- Tested watermark robustness against compression, cropping, rotation operations and verified extraction effectiveness
Controllable Acoustic Levitation
- 2020/06 - 2020/09
- Achieved contactless levitation of lightweight objects using ultrasonic standing waves
- Adjusted ultrasonic generator amplitude for precise control of levitated objects
Internships
The Chinese University of Hong Kong (Shenzhen)
- 2024/07 - Present
- Research Assistant (RA) | Shenzhen, Guangdong
DexForce (Shenzhen) Intelligent Digital Technology Co., Ltd
- 2022/12 - 2023/04
- Software Development Intern | Shenzhen, Guangdong
- Responsible for algorithm integration in infrastructure, providing technical support for company’s business
- Developed memory detection algorithms to locate and fix memory leaks in CPU and GPU
- Became Open3D Contributor, fixed Open3D OBB bug and submitted patch
Publications
- Quanyuan Ruan, Jiabao Lei, Wenhao Yuan, Yanglin Zhang, Dekun Lu, Guiliang Liu, Kui Jia, Prof. Robot: Differentiable Robot Rendering Without Static and Self-Collisions, CVPR, 2025, CCF-A
Skills
- Programming: Python, C, C++, CUDA
- Courses:
- Math: Probability and Statistics
- CV: Signals and Systems, Digital Signal Processing, Digital Image Processing, Deep Learning
- CG: Introduction to Modern Computer Graphics, Geometric Modeling and Processing, Introduction to Physics-Based Computer Animation, High-Quality Real-Time Rendering
- Containers: Docker
- Languages: CET4, CET6