I'm a third-year graduate student at Tianjin University majoring in Information and Communication Engineering. My focus area during my college career has been CNN algorithm development with Python.
Education
Master of Science in Info. and Communi. Engineering, Tianjin University 天津大学 硕士（保研） 信息与通信工程
Tianjin, China —— (Sep 2021 - Jun 2024)
Bachelor of Engineering in Communication Engineering, Tianjin University 天津大学 本科 通信工程
Tianjin, China —— (Sep 2017 - Jun 2021)
High School in Shanxi Experimental Secondary School 山西省实验中学 高中
Shanxi, China —— (Sep 2014 - Jun 2017)
Research Experience
硕士研究课题：自顶向下的基于立体注意力网络的3D质量评价 Towards Top-Down Stereoscopic Image Quality Assessment via Stereo Attention
Research Project, Supervisor: Assoc. Prof. Sumei Li
Tianjin, China —— (Dec 2022 - Aug 2023)
- 针对人类视觉系统（HVS）中的自顶向下（Top-Down）特性设计3D质量评价网络。将已有的注意力模块SE、CBAM、GC等抽象为统一结构，并针对立体图像双信号输入输出的特点，重新建模为立体注意力模块。 Designed a CNN-based SIQA model from the top-down perspective according to HVS. Analyzed and abstracted existing attention modules (SE, CBAM, GC) and rebuilt them for 3D scenarios as Stereo AttenTion structure in three components: Dynamic Fusion & Extraction, Non-Linear Fitting, and Top-Down Modulation.
- 引入能量系数自适应调节立体信号幅度，采用双池化策略筛选关键质量信息。 Introduced Energy Coefficient to adaptively tune the magnitude of the binocular response, and employed a dual-pooling strategy to screen critical quality information.
- 独立完成该项科研工作，所提方法在质量评价经典数据集上均取得SOTA性能。 主要技术栈 Tech Stack：Python，PyTorch，Matlab。
- 工作解读在这里，论文预印版在这里（pre-print），代码（Code）已开源于我的GitHub。
本科毕业设计：立体图像质量评价方法研究 B.E. Graduate Project: Research on Stereoscopic Image Quality Assessment Method
Supervisor: Assoc. Prof. Sumei Li
Tianjin, China —— (Mar 2021 - Jun 2021)
- 调查立体图像质量评价领域的研究背景及现状，学习人类视觉系统和深度学习方法的理论基础。 Researched the background and contemporary landscape of SIQA, studied the theoretical knowledge of the Human Visual System and Deep Learning.
- 构造密集连接卷积神经网络，将融合图像和视差图像分别作为网络的两个输入，通过改进SE模块来实现视差图像对融合图像的加权指导。 Developed a CNN architecture featuring densely connected blocks, utilized Cyclopean image blocks and disparity map blocks as inputs for the network, modified the SE block to achieve the weighted guidance of disparity maps to Cyclopean images.
- 独立完成毕业设计，所提方法在质量评价经典数据集上均取得较好性能。 主要技术栈 Tech Stack：Python，PyTorch，Matlab。
- 毕业设计得分 Grade of Graduate Project: 92 (Outstanding)。
《深度学习》课程作业：通过多标签分类的无监督行人重识别 Unsupervised Person Re-identification via Multi-label Classification
Deep Learning Assignment, Supervisor: 岳焕景副教授 Assoc. Prof. Huanjing Yue
Tianjin, China —— (Mar 2020 - Jun 2020)
- 研读CVPR 2020论文《Unsupervised Person Re-identification via Multi-label Classification》，并对其进行代码复现。 Studied and re-implemented
D. Wang and S. Zhang, "Unsupervised Person Re-Identification via Multi-Label Classification," 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, WA, USA, 2020, pp. 10978-10987, doi: 10.1109/CVPR42600.2020.01099.
- 查阅大量Re-ID领域文献，在此论文基础上提出进一步改进方案：引入局部特征作为辅助，减少行人姿态复杂多变导致的错误偏差，提升模型性能。 Reviewed literature within the realm of Re-ID and proposed a further enhancement based on the original paper. Specifically, introduced local features as an aid to mitigate performance degradation attributed to complexities of pedestrian gestures, and environmental noise.
- 复现的模型在 Market-1501 数据集上的Rank-1准确度为74.5（原文为80.3）；模型改进后，Rank-1准确度提升到79.7，其余性能指标也有显著提升。 Re-implementation results on Market-1501 database: 74.5 (Rank-1, original 80.3); Enhanced performance: 79.7 (Rank-1).
- 在《深度学习》课程项目展示中获得前三名，赢得奖金400元；本课程获得满分100分。 Ranked Top 3 in the assignment presentation, awarded a ¥400 prize. Grade of Deep Learning: 100 (Top 1).
Skills
Python & Matlab
My "native" programming languages, I've worked with them for 2 years. I've used Python for CNN algorithm development with PyTorch in the field of Image Quality Assessment (IQA), Computer Vision (CV), as well as Matlab for data pre-processing.
Technical writing
I enjoy writing about technical subjects and I feel I can do a pretty good job about it! My motivation is explaining things in simple and practical terms and thus making things easier for others.
Languages
Mandarin Chinese 🇨🇳
Native speaker
English 🇺🇸
Proficient speaker
- IELTS：6.5
- CET-6：564
- CET-4：546
Awards, prizes, and honors
Scholarships 💰
部分奖学金 Selected Scholarships | 金额 Amounts | 时间 Time |
二等学业奖学金，天津大学
Second-class Academic Scholarship in TJU | ￥2,500 | Oct 2023 |
盈趣奖学金，厦门盈趣科技股份有限公司
Yingqu Scholarship | ￥6,500 | Dec 2022 |
一等学业奖学金（两次），天津大学
First-class Academic Scholarship in TJU (Twice) | ￥8,000 | Dec 2022
Dec 2021 |
金龙鱼奖学金，益海嘉里集团
Jinlongyu Scholarship | ￥10,000 | Dec 2020 |
中环电子优秀干部奖学金，TCL科技集团（天津）有限公司
Zhonghuan Electronics Outstanding Student Cadre Scholarship | ￥2,000 | Dec 2019 |
Honors 🏆
部分荣誉 Selected Honors | 级别 Level | 时间 Time |
天津大学优秀学生干部（两次）
Outstanding Student Cadre in TJU (Twice) | 校级
Tianjin University | Oct 2023
Dec 2020 |
天津大学学业辅导金牌讲师
Gold Medal Tutor in TJU | 校级（全校仅10人）
Top 10 in TJU | Mar 2023 |
天津大学三好学生（两次）
Merit Student in TJU (Twice) | 校级
Tianjin University | Oct 2022
Dec 2019 |
天津大学优秀毕业生
Outstanding Graduates in TJU | 校级
Tianjin University | Jun 2021 |
天津大学自动化学院十佳杰出青年
Top Ten Outstanding Students in SEIE*, TJU | 院级（全院仅10人）
Top 10 in SEIE*, TJU | May 2021 |
2018年天津市大中专学生志愿者暑期文化科技卫生“三下乡”社会实践活动 优秀团队——天津大学“智能时代电网行”社会实践服务团
Outstanding Team of Social Practice Activities in Tianjin, China, 2018 | 省部级
Tianjin, China | Dec 2018 |
SEIE*: School of Electrical and Information Engineering, 电气自动化与信息工程学院
Service
天津大学学业辅导岗讲师、助教 Tutor; Teaching Assistant (TA), SEIE, Tianjin University.
Tianjin, China —— (Oct 2020 - Present)
电子线路基础 Basis of Electronic Circuit;
微型计算机原理及接口技术 Microcomputer Principles and Interface Techniques.
中国图像图形学（CSIG）学生会员 Student Member, China Society of Image and Graphics (CSIG).
China —— (Jun 2023 - Present)
I have served as a Student Member of CSIG, participating in symposiums regularly.
Leadership
天津大学 班长 Monitor, Tianjin University.
Tianjin, China —— (Sep 2018 - Jun 2021)
I served as the monitor of Class 2 of Communication Engineering at TJU and organized 20+ activities.
山西省实验中学 学生会副主席 Student Union Vice-Chairman, Shanxi Experimental Secondary School.
Shanxi, China —— (Sep 2015 - Jun 2017)
I served as the vice-chairman of the student union, in charge of propaganda.
天津大学 新生导师（2019级本科生电气信息类2班 小班） Freshman Leader, Tianjin University.
Tianjin, China —— (Sep 2019 - Jun 2021)
I was fortunate to be among four freshman leaders selected by the department.
Global Perspective
第六届GAIR全球人工智能与机器人大会 学生嘉宾 Galaxy Artificial Intelligence and Robotics research institute (GAIR) 2021 Student Participant
Shenzhen, China —— Dec 2021
我有幸得到雷锋网资助，作为一名受邀学生嘉宾参加了GAIR 2021，与来自世界各地的AI大牛交流讨论，更多内容见文章《我与GAIR 2021》。
21世纪海上丝绸之路大学联盟 志愿者 Volunteer, UCMSR
Fujian, China —— (Jul 2023 - Aug 2023)
I completed the 2023 UCMSR summer program Preserving the Maritime Cultural Heritage as a volunteer.
天津大学 学生大使 Student Ambassador, Tianjin University.
Tianjin, China —— (Sep 2021 - Present)
I have served as a student ambassador of TJU for organizing/participating in international events.
Others
- Web3 Resident 🌐 Web3新人，THUBA（清华大学区块链协会）社群成员
- I’m a superfan of GOT (Game of Thrones) !!! 👑 资深权游迷一枚
- Calligraphy 🖌️
- Basketball 🏀 ｜ Swimming 🏊🏼♂️ ｜ Tennis 🎾 ｜ Ping Pong 🏓 ｜ Billiards 🎱 ｜ Workout 💪🏼