Research

My general research interests lie in person 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 person re-identification and image retrieval.

• Application:
  Application of learning algorithms in person 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.

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Publications

(* Corresponding author; † Equal contribution)

• 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 28th International Conference on Multimedia Modeling (MMM'22), pp. 443–454, 2022.