Xin Yuan (WUST)


Research


My general research interests lie in object re-identification, image retrieval, and deep metric learning, with a particular emphasis on the following topics:

  • Theory:
    Analysis and understanding of the generalization ability of various loss functions.

  • Algorithm:
    Development of effective deep learning algorithms for object re-identification and image retrieval.

  • Application:
    Application of learning algorithms in object re-identification, image retrieval, and deep metric learning.

Feel free to drop me an email if you are interested in collaborating with me on the above research topics.


Publications

(* Corresponding author; † Equal contribution)

  • Xin Yuan, Ying He, Guozhu Hao.
    Identity Hides in Darkness: Learning Feature Discovery Transformer for Nighttime Person Re-identification.
    Sensors, Accepted, 2025.

  • Wei Liu, Xin Xu, Hua Chang, Xin Yuan, Zheng Wang.
    Mix-Modality Person Re-Identification: A New and Practical Paradigm.
    ACM Transactions on Multimedia Computing, Communications, and Applications, Accepted, 2025.

  • Zhongyang Li, Xin Yuan*, Wei Liu, Xin Xu.
    VAGeo: View-specific Attention for Cross-View Object Geo-Localization.
    Proceedings of the International Conference on Acoustics, Speech and Signal Processing (ICASSP'25), Accepted, 2025.

  • Renkai Li, Xin Yuan*, Wei Liu, Xin Xu.
    Event-based Video Person Re-identification via Cross-Modality and Temporal Collaboration.
    Proceedings of the International Conference on Acoustics, Speech and Signal Processing (ICASSP'25), Accepted, 2025.

  • Jialin Zhang, Xiao Wang, Xin Yuan, Nan Mu, Zheng Wang.
    Spatial Bi-Exploration for Robust Camouflaged Object Detection.
    IEEE Signal Processing Letters, Accepted, 2024.

  • Yiru Zheng, Wei Wang, Xiao Wang, Xin Yuan.
    RLUNet: Overexposure-Content-Recovery-Based Single HDR Image Reconstruction with the Imaging Pipeline Principle.
    Applied Sciences, Accepted, 2024.

  • Xiaopan Li, Shiqian Wu, Xin Yuan, Shoulie Xie, Sos Agaian.
    Hierarchical Wavelet-Guided Diffusion Model for Single Image Deblurring.
    The Visual Computer, Accepted, 2024.

  • Hengwei Li, Wei Wang, Xiao Wang, Xin Yuan, Xin Xu.
    Blind 3D Video Stabilization with Spatio-Temporally Varying Motion Blur.
    ACM Transactions on Multimedia Computing, Communications, and Applications, Accepted, 2024.

  • Wanyu Wu, Wei Wang, Xin Yuan, Xin Xu.
    LIMPID: A Lightweight Image-to-Curve MaPpIng moDel for Extremely Low-Light Image Enhancement.
    Photonics, vol. 10, no. 3, p. 273, 2023.

  • Xin Yuan, Xin Xu, Zheng Wang, Kai Zhang, Wei Liu, Ruimin Hu.
    Searching Parameterized Retrieval & Verification Loss for Re-identification.
    IEEE Journal of Selected Topics in Signal Processing, vol. 17, no. 3, pp. 560-574, 2023.

  • Xin Yuan, Xin Xu, Xiao Wang, Liang Liao, Kai Zhang, Zheng Wang, Chia-Wen Lin.
    OSAP-Loss: Efficient Optimization of Average Precision via Involving Samples after Positive Ones Towards Remote Sensing Image Retrieval.
    CAAI Transactions on Intelligence Technology, vol. 8, no. 4, pp. 1191-1212, 2023.

  • Xin Xu, Xin Yuan, Zheng Wang, Kai Zhang, Ruimin Hu.
    Rank-in-Rank Loss for Person Re-identification.
    ACM Transactions on Multimedia Computing, Communications, and Applications, vol. 18, no. 2s, art. no. 130, pp. 1-21, 2022.

  • Xiang Shuai, Xiao Wang, Wei Wang, Xin Yuan, Xin Xu.
    SAM: Self Attention Mechanism for Scene Text Recognition based on Swin Transformer.
    Proceedings of the International Conference on Multimedia Modeling (MMM'22), pp. 443–454, 2022.