Selected Publications

Click title to project page

In CVPR (oral), 2019
PDF Code Supp
"We develop a novel concept for unsupervised domain adaptation for person re-identification, the soft multilabel learning. Compared to hard clustering label, the soft multilabel preserves the fine-grained visual appearance difference information of the unlabeled target images to boost the discriminative performance."

TPAMI, 2019
PDF Code
"Distance metric is critical in clustering. We develop a camera view-aware distance metric to explicitly deal with the camera view-specific feature distortion which greatly hinders clustering, and thus we enable the effective clustering-based unsupervised deep learning for person re-identification."

In ICCV, 2017
PDF Code
"A person may appear differently in different camera views. Is this important for unsupervised RE-ID? We propose an asymmetric distance metric learning model to explore it."

Recent Publications

Click title to project page

. Exploring Extrinsic Information for Unsupervised Deep Discriminative Representation Learning. Under peer review (submitted to ICCV’19), 2019.

. Unsupervised Person Re-identification by Soft Multilabel Learning. In CVPR (oral), 2019.

PDF Code Supp

. Patch Based Discriminative Feature Learning for Unsupervised Person Re-identification. In CVPR, 2019.

PDF Code

. Unsupervised Person Re-identification by Deep Asymmetric Metric Embedding. TPAMI, 2019.

PDF Code

. MIXGAN: Learning Concepts from Different Domains for Mixture Generation. In IJCAI, 2018.

PDF

. Adversarial Attribute-Image Person Re-identification. In IJCAI, 2018.

PDF

. Letter-level Writer Identification. In FG, 2018.

PDF

. Cross-view Asymmetric Metric Learning for Unsupervised Person Re-identification. In ICCV, 2017.

PDF Code

. RGB-infrared Cross-modality Person Re-identification. In ICCV, 2017.

PDF Code

Awards

  • Chinese National Scholarship (Graduate), 2018
  • Graduation with Distinction (Undergraduate), Sun Yat-sen University, 2017
  • Excellent Graduation Thesis (Undergraduate), Sun Yat-sen University, 2017
  • Chinese National Scholarship (Undergraduate), 2016

Service

  • Reviewer for CVPR’18
  • Aiming for better reproducibility, I maintain open-source codes for all my first-authored work. Please check my github page at https://github.com/KovenYu

Contact