Yuxin Jiang

Yuxin Jiang

Huazhong University of Science and Technology

🌐欢迎来到我的主页！我是姜雨欣，目前在华中科技大学攻读博士学位，导师为沈卫明教授。

🌐Welcome to my homepage! I am Y. Jiang. I am currently a Ph.D. student at Huazhong University of Science and Technology under the supervision of Prof. Weiming Shen.

我的研究方向围绕异常检测展开，涉及视觉-语言模型、图像生成和计算机视觉等.

My research focuses on Anomaly Detection, involving Vision-Language Models, Image Generation, and Computer Vision, etc.

如果对我的学术研究感兴趣，任何时候都可以联系我，我非常乐意与您进行交流！😊😊😊

If you are interested in my academic researches, please feel free to contact me at any time, and I will be happy to communicate with you! 😊😊😊

📄 Resume

Download my CV (PDF)

🔥 News

📝 Publications

Peer-Reviewed Publications 
Manuscripts under Review 

# co-first author | * corresponding author

Peer-Reviewed Publications

  1. Anomagic: Crossmodal Prompt-driven Zero-shot Anomaly Generation [Project] [Paper] [Code]
    Yuxin Jiang, Wei Luo, Hui Zhang, Qiyu Chen, Haiming Yao, Weiming Shen*, Yunkang Cao*
    AAAI Conference on Artificial Intelligence (AAAI). 2026. (CCF-A)
  2. Prototypical Learning Guided Context-Aware Segmentation Network for Few-Shot Anomaly Detection [Paper] [Code]
    Yuxin Jiang, Yunkang Cao, Weiming Shen*
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS). 2024. (SCI Q1)
  3. A Masked Reverse Knowledge Distillation Method Incorporating Global and Local Information for Image Anomaly Detection [Paper] [Code]
    Yuxin Jiang, Yunkang Cao, Weiming Shen*
    Knowledge-Based Systems (KBS). 2023. (SCI Q1)
  4. A Novel Bio-inspired Algorithm for Global Optimization Problems [Paper]
    Yuxin Jiang, Qing Wu*, Shenke Zhu, Lin Zhang
    Expert Systems with Applications (ESWA). 2022. (SCI Q1)
  5. A Diversified Group Teaching Optimization Algorithm with a Segment-Based Fitness Strategy for UAV Route Planning [Paper]
    Shenke Zhu, Qing Wu*, Yuxin Jiang, Wei Xing
    Expert Systems with Applications (ESWA). 2021. (SCI Q1)
  6. A Novel Multi-Objective Group Teaching Optimization Algorithm and Its Application to Engineering Design [Paper]
    Yuxin Jiang, Qing Wu*, Guozhong Zhang, Shenke Zhu, Wei Xing
    Computers & Industrial Engineering (CAIE). 2021. (SCI Q1)

Manuscripts under Review

  1. VTFusion: A Vision-Text Multimodal Fusion Network for Few-Shot Anomaly Detection
    Yuxin Jiang, Yunkang Cao, Yuqi. Cheng, Yiheng. Zhang, Weiming Shen*
    IEEE Transactions on Cybernetics (TCYB). (Under Review, SCI Q1)
  2. Bidirectional Adaptive Transformers for Multimodal Anomaly Detection
    Yuxin Jiang, Yunkang Cao, Weiming Shen*
    Computers in Industry (CAIE). (Under Review, SCI Q1)

💻 Projects

Work
sym

Automotive Plastic Parts Defect Detection

[Introduction]

  • Built a high-resolution imaging system for real-time automotive plastic parts inspection, using unsupervised anomaly detection to flag defects in production.

[Challenge]

  • Tiny defects, illumination dependency, scarce abnormal data; interclass gaps and multiangle variations hinder robust detection.

🥇 Honors and Awards

  • National Scholarship for Master’s Students (the highest scholarship for master’s students). Nov. 2024.
  • National Scholarship for Bachelor’s Students (the highest scholarship for bachelor’s students). Sep. 2019.

📖 Educations

  • 2024.09 - present, Huazhong University of Science and Technology

    School of Mechanical Science and Engineering Ph.D. Candidate in Mechanical Engineering                                      Advisor: Weiming Shen

  • 2022.09 - 2024.06, Huazhong University of Science and Technology

    School of Mechanical Science and Engineering M.S. in Mechanical Engineering                                                        Advisor: Weiming Shen

  • 2018.09 - 2022.06, Huazhong Agricultural University

    School of Agricultural Mechanization and Automation Engineering B.S. in Agricultural Mechanization and Automation