About

About

About Me

Hello! I’m Guangzong Chen, currently pursuing a Ph.D. in Electrical and Computer Engineering at the University of Pittsburgh. I hold a B.S. in Automation from the Beijing Institute of Technology.

Research and Experience

As a Research Assistant at the University of Pittsburgh, I have worked on innovative projects such as:

  • Constrained Food Image Generation: Developed a generative model using GANs for automatic dietary assessment, achieving over 93% IoU.
  • Food Image Classification: Created a system for classifying African food images with 90% accuracy using probabilistic inference, SVM, and neural networks.
  • Neural Network Analysis: Investigated framelet-based mathematical methods for enhanced explainability in AI.

During my internship at Nimbus Robotics, I contributed to:

  • Motor Controller Development: Designed a motor controller using Field-Oriented Control (FOC) for wearable devices.
  • Version Control System: Collaborated on a Git-based system improving workflow efficiency by ~20%.

Technical Skills

  • Programming Languages: C/C++, Python, MATLAB, Rust
  • Specialties: Embedded Systems, Algorithms, RTOS, Circuit Design, Communication Protocols (I2C, SPI, UART, USB, eMMC)

Publications

  • “Shape-Preserving Generation of Food Images for Automatic Dietary Assessment,” CVPR, 2024.
  • “Image-based volume estimation for food in a bowl,” Journal of Food Engineering, Jul. 2024.
  • “Improved Wearable Devices for Dietary Assessment Using a New Camera System,” Sensors, Oct. 2022.
  • “Food/Non-Food Classification of Real-Life Egocentric Images in Low- and Middle-Income Countries Based on Image Tagging Features,” Frontiers in Artificial Intelligence, Apr. 2021.

Personal Projects

  • Serial Communication Tool: Developed a tool using Rust for USART communication with superior stability and speed.
  • STM32 HAL Development: Designed a user-friendly hardware abstraction layer in Rust for motor controllers.

Thank you for visiting my blog! Feel free to reach out if you have any questions or want to connect.

Trending Tags