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Shuntian Zheng

About Me

I am a second-year PhD student in the Department of Computer Science at the University of Warwick, supervised by Dr Yu GuanLink opens in a new window and funded by the Department.

Research Interests

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

At the same time, I am also interested in and have conducted some research on 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, as well as output some interpretation 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, realizing the explainability of AI methods.

In my spare time, I like to read history.

Contact

Email:

Room: MB4.20

Education

  • The University of Warwick, 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)

Publications:

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

(submitted in March 2024, received and submitted minor feedback in March 2025, accepted in July 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] 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

Competitions:

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

Other Works:

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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