cv
Basics
Name | Yi LIU |
Label | Master's Student |
liuyi2052697@foxmail.com | |
Phone | (+86) 183-2641-8258 |
Url | https://Ly403.github.io/ |
Summary | Yi Liu is currently a master's student at ADMIS Lab in Tongji University, supervised by Associate Professor Wengen Li. Before that, he received his bachelor’s degree at Tongji University in 2024. |
Education
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2024.09 - 2027.03 Shanghai, China
Master
Tongji University
Computer Science and Technology, College of Computer Science and Technology
- Professional English
- Concrete Mathematics
- Frontiers of Computing Technology
- Machine Learning: Theories and Applications
- Principles of Artificial Intelligence
-
2021.09 - 2023.03 Shanghai, China
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2020.09 - 2024.07 Shanghai, China
Bachelor
Tongji University
Computer Science and Technology, College of Electronics and Information Engineering
- Machine Learning
- Computer Networks
- Operating Systems
- Artificial Intelligence
- Data Structures and Algorithms
- Compiler Principle
- Computer Organization and Architecture
- Database System Principles
- Advanced Programming Design
- Probability and Statistics
- Linear Algebra
- Discrete Mathematics
- Advanced Mathematics
Awards
- 2023.09.01
Golden Prize, The 9th China International College Students' "Internet+" Innovation and Entrepreneurship Competition (Shanghai Regional)
Shanghai Municipal Education Commission
China International College Students' "Internet+" Innovation and Entrepreneurship Competition ("互联网+"大学生创新创业大赛) is a national-level competition for college students. Organized by the Ministry of Education and other government bodies, it encourages college students and young entrepreneurs to integrate internet technologies with traditional industries, fostering innovation and startups. It has grown into one of the world's largest innovation platforms, attracting millions of entries annually and bridging academia, industry, and investment.
- 2023.08.01
Third Prize, The 16th National University Student Social Practice and Science Contest on Energy Saving & Emission Reduction
The Organizing Committee of the National University Student Social Practice and Science Contest on Energy Saving & Emission Reduction
The National University Student Social Practice and Science Contest on Energy Saving & Emission Reduction (全国大学生节能减排社会实践与科技竞赛) is a prominent, large-scale competition. Its aim is to promote social awareness and engagement among university students in the critical areas of energy-saving and emission reduction through technological innovation and practical projects.
- 2023.03.01
First Prize, Undergraduate Group of Asia and Pacific Mathematical Contest in Modeling
Asia and Pacific Mathematical Contest in Modeling (APMCM) Organizing Committee
Asia and Pacific Mathematical Contest in Modeling (亚太地区大学生数学建模竞赛) is a prestigious international competition that challenges students' mathematical modeling and problem-solving skills.
- 2022.12.01
Third Prize, 2020-2021 Tongji University Undergraduate Outstanding Student Scholarship
Tongji University
Tongji University Undergraduate Outstanding Student Scholarship (同济大学本科生优秀学生奖学金) is a scholarship for outstanding students in Tongji University.
- 2022.08.01
Second Prize, Undergraduate Electronic Design Contest -- 2022 Embedded System Design Invitational Contest (Intel Cup)
National Undergraduate Electronic Design Contest Organizing Committee
The 2022 Intel Cup Embedded System Design Invitational (英特尔杯嵌入式系统专题邀请赛) is a national competition for university students in China, focusing on innovation and practical skills in embedded system design.
- 2021.12.01
Second Prize, 2020-2021 Tongji University Undergraduate Outstanding Student Scholarship
Tongji University
Tongji University Undergraduate Outstanding Student Scholarship (同济大学本科生优秀学生奖学金) is a scholarship for outstanding students in Tongji University.
Publications
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2025.03.31 Effective Cloud Removal for Remote Sensing Images by an Improved Mean-Reverting Denoising Model with Elucidated Design Space
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025
This is the first paper published by Yi Liu in CVPR 2025. This paper is about improving diffusion models for cloud removal in remote sensing image processing. This is also the undergraduate thesis of Yi Liu, which is supervised by Associate Professor Wengen Li. This thesis also got the excellent undergraduate thesis award in College of Computer Science and Technology, Tongji University.
Skills
Programming | |
C/C++ | |
Python (including PyTorch, PyTorch Lightning, numpy, etc.) | |
Microsoft Office (Word, Excel, PowerPoint, etc.) | |
Ongoing Learning: Hardware Coding (CUDA, CuTe, Triton, etc.) |
Languages
Mandarin Chinese | |
Native speaker |
English | |
Fluent (IELTS 7.0: Reading 8.5, Listening 7.0, Speaking 6.5, Writing 6.5) |
Interests
Generative Models | |
Variational Autoencoder (VAE) | |
Generative Adversarial Networks (GANs) | |
Diffusion Models | |
Score-based Generative Models | |
Flow Matching Models | |
Consistency Models | |
Autoregressive Models for Computer Vision (e.g. VAR) |
Low-Level Vision (Image Restoration) | |
Image Denoising | |
Image Super-Resolution | |
Image Inpainting | |
Image Deblurring | |
Image Dehazing | |
Cloud Removal in Remote Sensing Image Processing |
Efficient Deep Learning Models | |
Linear Attention | |
State Space Models (e.g. Mamba) | |
Hardware-Aware Optimization (e.g. quantization, kernel fusion, etc.) |
References
Associate Professor Wengen Li | |
Professor Wengen Li is the supervisor of Yi Liu. He is an associate professor at the College of Computer Science and Technology, Tongji University. His research interests include Multimodal Intelligence and Spatial Temporal Data Analysis. |
Projects
- 2023.10 - 2025.03
Cloud Removal Based on Generative Models
1) Conducted systematic analysis of 100+ top-tier conference/journal papers, completing a thorough technical review and bottleneck problem analysis for diffusion models in remote sensing cloud removal tasks. 2) Proposed a novel cloud removal diffusion model with modular framework addressing pixel-level inconsistency, module coupling issues, and mono/multi-temporal compatibility, achieving SOTA performance. 3) First-author paper accepted to appear at CVPR 2025.
- Diffusion Models
- Remote Sensing Image Processing
- Cloud Removal
- Low-Level Vision
- 2024.02 - 2024.06
Compressed Image Reconstruction (Low-Level Vision)
1) Comprehensively conducted literature review on snapshot compressive imaging (SCI), analyzing 50+ top-tier conference/journal papers (CVPR/ICCV/TPAMI) to deliver a visiting report as a technical summary. 2) Independently investigated efficient architectures (linear attention, state space models), adapting these frameworks into low-level vision pipelines validated on SCI benchmarks, with findings presented at lab meetings.
- Low-Level Vision
- Compressed Image Reconstruction
- Snapshot Compressive Imaging
- Efficient Deep Learning Models
- 2023.03 - 2023.09
SenseAir: AI-Driven Compressed Air System Management Platform
Developed a digital twin platform integrating deep learning for air compressor maintenance; obtained software copyright and filed patent application (CN202211466896.3) based on our innovation as the first inventor.
- Digital Twin
- Compressed Air System
- Software Copyright
- Patent Application
- Deep Learning
- 2022.06 - 2022.09
Remote Human-Machine Co-Driving System
1) Engaged in an in-depth study of autonomous driving. 2) Present weekly reports on the findings of literature review. 3) Authored and refined a patent application (CN202211466896.3).
- Autonomous Driving
- Remote Human-Machine Co-Driving System
- Patent Application
Volunteer
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2021.09 - 2023.01 Shanghai, China
Volunteer
Volunteer Work Department of Youth League Committee in Tongji University
1) Served as a dedicated long-term volunteer in the Volunteer Work Department, facilitating package deliveries across various campuses within Tongji University by following the department head's instructions. 2) Engaged in short-term volunteering opportunities during school events, with a specific focus on charity activities for education. 3) Assisted school staff during school events to provide valuable support.
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2020.09 - 2022.01 Shanghai, China
Volunteer
Tongji Association Center
1) Assumed the role of meeting secretary, diligently documenting meeting proceedings weekly following departmental requirements at the Tongji Association Center. Collaborated closely with co-workers to ensure accurate recording of meetings. 2) Actively contributed to the organization of various club activities, including the Club Gala and Club Carnival at Tongji University. Collaborated effectively to assist clubs in planning and executing successful events.