Master of Science - Communication and Electronics Engineering
Technical University of Munich
Munich, Germany06.2025
Zhiru Guo
Munich
Education
B.ENG - Microelectronics Science and Engineering
Southern University of Science And Technology (SUSTech)
Shenzhen, China06.2023
Work History
Student Research Lab Assistant
Deep Learning Lab, SUSTech
09.2021 - 06.2023
- Participated in a Base-Caller Design with deep learning method like Transformer, to read the gene sequences from fluorescent images
- Published conference paper: BaseFormer: Transformer based Base-Caller for Fast and Accurate Next Generation Sequencing as the second author on 2022 44th IEEE EMBC
- Familiar with Python frameworks: Keras, Pytorch, and deep learning algorithms: CNN, YOLO, Transformer
- Enhanced research quality by meticulously collecting and analyzing data from various sources with tools like Python, Matlab, Excel.
Student Research Lab Assistant
Visual Computing & AI Lab, SUSTech
09.2022 - 04.2023
- Worked individually on the research topic: Event-based Visual Odometry Design, to obtain the trajectory and motion information by analyzing and processing datastream collected from event camera
- Designed a pipeline to collect and processing the event data with deep learning algorithm, achieved better performance compared with CMOS camera-based odomerty
- Familiar with event camera operation and data collection, data processing with Python data libraries like Numpy, Pandas, Matplotlib
Skills
- Hardware Programming Skills: designed a basic pipelined processor in Verilog VHDL
- Software Programming Skills: Experience of multiple deep learning based projects in Python, and a Halma game design project in Java
- Language Skills: Fluent English (IELTS: overall 75, speaking 8)
- Office Support Skills: Good knowledge in Excel, Powerpoint, Notion, Adobe products, and willing to explore other office tools
- Leisure Activities: Active participated in student associations, nominated the Chairman of Student Development Center (2021), and the vice-president of Students' Press(2021) in SUSTech
Competition Projects
- National Silver Prize of China Robot Skills Competition (Team leader), 10/2021. Designed an object classification and detection program based on ResNet, making it possible for Yanshee robot to recognize specific objects and name them. Designed a pose detection program based on Openpose Designed the action sets of the robot, making it possible for Yanshee to follow the presenter to pose.
- National Silver Prize of Huawei ICT Competition (Team leader), 12/2021, Designed a DVS (Dynamic Vision Sensor) Fall Detection Alarming system based on Huawei EI platform
Projects
- Segmentation and DNA Base-Sequencing in Fluorescent Images Using Deep Learning,:Introduced a pipeline of gene sequence detection: DNA cluster positioning, segmentation, sequence detection by applying Transformer neural network algorithm
- Event-based Visual Odomertry with Tensorized-Transformer algorithm, Designed a visual odometry, a key part of SLAM(simultaneous localization and mapping) in robotics with data resources (events) from event-based camera, where the input events are firstly transformed into optical flows, then after the Tensorized-Transformer neural network, a local map will be generated, denoting the trajectory of the robot carrying the event-based camera.
- Deep Learning and Optical Flow algorithm-based Obstacle-Avoidance program, Designed a program in which the UBTech Yanshee robot tansfers the video to Atlas200K, a developer kit, to detect any possible obstacles, and with the feedback messages the robot rearranges the motion path.
Publications
BaseFormer: Transformer based Base-Caller for Fast and Accurate Next Generation Sequencing, IEEE Engineering in Medicine & Biology Society 2022, p. 463-466, Shuwei Li, Zhiru Guo, Ao Shen, Wei Mao, Shaobo Luo, Hao Yu
Extracurricular Activities
- Chairman of Students’ Development Center of SUSTech (2021-2022)
- Associate chairman of Student’s Press of SUSTech (2021-2022)
- Associate chairman of Huawei Smart Base Club (2022-2023)
- Volunteer work of more than 50 hours (2019-2023)
Selected Awards And Honors
- Nomination Award of Motto Scholarship, 0.1%, Oct. 2022
- Dean’s Scholarship of Zhicheng College, 0.2%, May.2022
- Bolong Jiang’s Scholarship of School of Microelectronics, 2%, Nov.2021
- Smart Base’ Scholarship of Huawei, 1%, Nov.2021
- First Class of the Merit Student Scholarship, 1%, Sep. 2021
Timeline
Student Research Lab Assistant
Visual Computing & AI Lab, SUSTech
09.2022 - 04.2023
Student Research Lab Assistant
Deep Learning Lab, SUSTech
09.2021 - 06.2023
Master of Science - Communication and Electronics Engineering
Technical University of Munich
B.ENG - Microelectronics Science and Engineering
Southern University of Science And Technology (SUSTech)
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