Quan Zhang

Quan Zhang

Postdoctoral Fellow

Sun Yat-Sen University

Biography

Quan Zhang is currently a postdoctoral fellow at Sun Yat-sen University. Prior to that, he earned his Ph.D. (2024), M.Eng. (2020), and B.Eng. (2017) degrees from Sun Yat-sen University, under the supervision of Prof. Jianhuang Lai. During his Ph.D., he was a visiting scholar at Johns Hopkins University, collaborating closely with Prof. Vishal M. Patel. His research interests include deep learning and computer vision, with a particular emphasis on object re-identification and virtual 3D data synthesis. He has published several papers in top-tier journals and conferences, such as TPAMI, IJCV, TIP, CVPR, and AAAI.
Interests
  • Computer Vision
  • Object Re-identification
  • 3D Data Synthesis

Selected Publications

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Quan Zhang, Jianhuang Lai, Xiaohua Xie, Xiaofeng Jin, Sien Huang (2024). Separable Spatial-Temporal Residual Graph for Cloth-Changing Group Re-Identification. In TPAMI.

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Quan Zhang, Jianhuang Lai, Zhanxiang Feng, Xiaohua Xie (2024). Uncertainty Modeling for Group Re-Identification. In IJCV.

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Quan Zhang, Lei Wang, Vishal M. Patel, Xiaohua Xie, Jianhuang Lai (2024). View-decoupled Transformer for Person Re-identification under Aerial-ground Camera Network. In CVPR.

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Lei Wang, Quan Zhang, Junyang Qiu, Jianhuang Lai (2024). Rotation exploration transformer for aerial person re-identification. In ICME (Best Paper Candidate).

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Hongxu Chen, Quan Zhang, Jianhuang Lai, Xiaohua Xie (2024). Unsupervised Group Re-identification via Adaptive Clustering-Driven Progressive Learning. In AAAI.

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Quan Zhang, Jianhuang Lai, Junyong Zhu, Xiaohua Xie (2023). Wavelet-Guided Promotion-Suppression Transformer for Surface-Defect Detection. In IEEE TIP.

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Yuan Wang, Quan Zhang, Jianhuang Lai, Xiaohua Xie, Junhao Dong (2022). Learning Bi-directional Feature Propagation with Latent Layout Modeling for Group Re-identification. In ICPR.

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Quan Zhang, Kaiheng Dang, Jianhuang Lai, Zhanxiang Feng, Xiaohua Xie (2022). Modeling 3D Layout For Group Re-Identification. In CVPR.

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Quan Zhang, Jianhuang Lai, Zhanxiang Feng, Xiaohua Xie (2022). Seeing Like a Human: Asynchronous Learning With Dynamic Progressive Refinement for Person Re-Identification. In IEEE TIP.

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Quan Zhang, Jianhuang Lai, Zhanxiang Feng, Xiaohua Xie (2022). Uncertainty Modeling with Second-Order Transformer for Group Re-Identification. In AAAI.

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Quan Zhang, Jianhuang Lai, Xiaohua Xie (2021). Learning Modal-Invariant Angular Metric by Cyclic Projection Network for VIS-NIR Person Re-Identification. In IEEE TIP.

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Academic Awards

  • Chinese National Scholarship, Ministry of Education of China, 2022
  • Academic Star, Sun Yat-Sen University, 2024
  • Best Paper Candidate, IEEE International Conference on Multimedia and Expo (ICME 2024)
  • Best Student Paper, Chinese Conference on Biometric Recognition (CCBR 2022)

Academic Services

  • Journal Reviewer
    • IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
    • IEEE Transactions on Image Processing (TIP)
    • IEEE Transactions on Multimedia (TMM)
    • ACM Computing Surveys
    • Expert Systems with Applications
    • Journal of Visual Communication and Image Representation
  • Conference Reviewer
    • IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
    • AAAI Conference on Artificial Intelligence (AAAI)
    • IEEE Conference on Multimedia Expo (ICME)
    • International Conference on Pattern Recognition (ICPR)

Teaching

  • Teaching Assistant, Digital Image Processing, 2022 Fall, Sun Yat-sen University
  • Teaching Assistant, Digital Image Processing, 2021 Spring, Sun Yat-sen University
  • Teaching Assistant, Digital Image Processing, 2020 Fall, Sun Yat-sen University

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