神马福利影片

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Shuntian Zheng

对于我

我是计算机学院的博士二年级学生,指导老师是关宇教授,所在的实验室是UV Lab。

I am a second-year PhD student in the Department of Computer Science at the 神马福利影片, supervised by Dr Yu GuanLink opens in a new window and funded by the Department.

研究和兴趣

这几年我的主要研究方向是基于无线信号的人体感知任务。

除此之外,博士期间我也对其他与人体相关的任务感兴趣,例如对睡眠、呼吸、心跳等人体指标的采集处理和分析。

本科期间我主要关注图像和视频的客观质量和主观美感的计算,这是一个涉及将主观的因人而异的摄影和审美规则定量化的任务。我曾到中兴和小米工作过一段时间。

我始终希望针对不同的信号设计有针对性的处理和分析方式,引入已知的客观规律,降低对黑盒的有时不确定的神经网络的依赖,并最终达到对信号处理过程和结果的可解释性,同时反过来控制和优化那些必要的神经网络组件。

闲暇时,我喜欢读历史。我发现通过对比不同历史时期不同地区的人民采取的行动和结果,可以帮助我学习如何抓住主要的矛盾,尤其是在研究任务中,同时也是在一个社会环境中。

Now my research mainly focuses on human perception tasks based on wireless signals (WiFi, mmWave).

At the same time, I am also interested in various artificial intelligence tasks, such as quality analysis and aesthetic analysis of images and videos, the interpretability of deep learning models, and some AIGC technologies.

During my undergraduate studies, I worked on automatic repair of photo exposure and clarity status at ZTE in Nanjing and Xiaomi in Shanghai.

I always hope to design a unique processing solution based on the physical properties of the special research object, to achieve higher usability and lower complexity, and to realize the explainability of AI methods.

In my spare time, I like to read history.

联系方式

我有微信和蚕蚕,可通过邮件联系我添加好友。我非常希望认识更多的人。

Email:

Room: MB4.20

教育经历

  • The 神马福利影片, Coventry, UK

PhD student, 3D Human Pose Estimation via mmWave Sensing (Oct 2024 - Now)

  • Beijing University of Posts and Telecommunications, Beijing, China

BEng, Computer Science_ (Sep 2020 - Jun 2024)

发表记录

[PAPER] Doppler Prompting for Stable mmWave-based Human Pose Estimation Preprocessing(accepted by ICML 2026)

Shuntian Zheng, Jiaqi Li, Xiaoman Lu, He Shuai, Yu Guan

[PAPER] Why Learn What Physics Already Knows? Realizing Agile mmWave-based Human Pose Estimation via Physics-Guided Preprocessing (accepted by ICME 2026)

Shuntian Zheng, Jiaqi Li, Minzhe Ni, Xiaoman Lu, Yu Guan

[PAPER] Person Parametric Physics-informed Representation for mmWave-based Human Pose Estimation (accepted by UbiComp/IMWUT 2026)

Shuntian Zheng, Jiaqi Li, Guangming Wang, Minzhe Ni, Arnad Palit, Giovanni Montana, Yu Guan

[PAPER] Towards Mitigating Modality Bias in Vision-Language Models for Temporal Action Localization (accepted by ACL 2026)

Jiaqi Li, Guangming Wang, Shuntian Zheng, Minzhe Ni, Xiaoman Lu, Guanghui Ye, Yu Guan

[PAPER] DA3Attacker: A Diffusion-based Attacker against Aesthetics-oriented Black-box Models (accepted by TIP 2025)

Shuai He, Shuntian Zheng, Anlong Ming, Yanni Wang, Huadong Ma

[PAPER] lEA: Pixel-level Image Exposure Assessment Using Zone Exposure Theory (accepted by NIPS 2024)

Shuai He, Shuntian Zheng, Anlong Ming, Banyu Wu, Huadong Ma

[PAPER] EAT: An Enhancer for Aesthetics-Oriented Transformers (accepted by ACM MM 2023 as oral)

Shuai He, Shuntian Zheng, Anlong Ming, Haobin Zhong, Huadong Ma

[PAPER] Delegate Transformer for Image Color Aesthetics Assessment (accepted by ICCV 2023)

Shuai He, Anlong Ming, Yaqi Li, Shuntian Zheng, Jinyuan Sun, Huadong Ma

[PAPER] Controlled Node Dialogue in IoT Networks Based on Nonlocal Orthogonal Product States (accepted by JOCN 2022 )

Bichen Che, Shuntian Zheng, Zhao Dou, Xiubo Chen, Lixiang Li, Jian Li, Yixian Yang

[STANDARD] Metadata for Image Aesthetics Assessment with Aesthetic Attributes in Mobile Terminal Computational Photography System (consented by the International Telecommunication Union)

[PATENT] Adversarial attack methods, devices, and storage media for image aesthetic evaluation models

Main Inventor

[PATENT] Image Aesthetic Evaluation Methods, Devices, Electronic Equipment, and Storage Media

Main Inventor

[PATENT] Decentralized Management Technology for University Scholarships Based on Digital Currency

Main Inventor

学术访问

Fudan University, Shanghai, China (Apr 2026 – May 2026)

Visiting researcher at the Human Phenome Institute, hosted by Dr. Chen Chen. Focus on sleep stage detection task.

比赛

First Place at NTlRE 2024 lmage video quality assessment track
As a participant in my laboratory
First Place at NTlRE 2023 lmage video quality assessment track
As a participant in my laboratory

其他

这是我在本科期间参加一个校内数学建模小组时写的一些东西,主要是面向数学建模入门者的辅助性读物,学术价值不大,但是我确实是从这个小组开始理解学术研究所必须的严谨态度和客观思辨。

I have written some articles for beginners of mathematical modeling, which are saved on CNKI. They are all very basic works with limited academic value, but they are the results of my initial learning stage in the field of professional research:

· Concise Option Pricing Model (Finance): https://x.cnki.net/xmrd#/detail/XMRD202206240016

· How to identify a piece of music? (Pattern Recognition and Intelligent Systems): https://x.cnki.net/xmrd#/detail/XMRD202109260001

· "Entropy" in the life course (Biophysics): https://x.cnki.net/xmrd#/detail/XMRD202202080001

· Dissemination of Internet Public Events (): https://x.cnki.net/xmrd#/detail/XMRD202202140002

· When will the inflection point of the Shanghai epidemic appear? Use the SIR model to see (Epidemic and Biostatistics): https://x.cnki.net/xmrd#/detail/XMRD202202100005

· Communication Theoretical Description of Genetic Phenomena (Genetics): https://x.cnki.net/xmrd#/detail/XMRD202110140004

· Approximate Model of Blast Furnace Smelting Process (Metallurgica Engineering): https://x.cnki.net/xmrd#/detail/XMRD202110290019

· How to Model Complex Dynamic Networks (System Engineering): https://x.cnki.net/xmrd#/detail/XMRD202111040001

· Fire detection and situation assessment model (Photogrammetry and Remote Sensing): https://x.cnki.net/xmrd#/detail/MRD202202170001

· Document Growth Model (Library Information and Archives Management): https://x.cnki.net/xmrd#/detail/XMRD202112010006

· Accelerating Information Retrieval Using Quantum Language Models (Theoretical Physics): https://x.cnki.net/xmrd#/detail/XMRD202204280002

· How the financial crisis happened (Finance): https://x.cnki.net/xmrd#/detail/XMRD202206240016

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