Arxiv Papers

    Person Re-identification: Past, Present and Future [PDF][Baseline Code]
    Liang Zheng, Yi Yang, Alexander Hauptmann
    ArXiv:1610.02984, 2016.

    Dual-Path Convolutional Image-Text Embedding [PDF][Code]
    Zhedong Zheng, Liang Zheng, Michael Garrett, Yi Yang, Yi-Dong Shen
    ArXiv:1711.05535, 2017.

    Random Erasing Data Augmentation [PDF][Code]
    Zhun Zhong, Liang Zheng, Guoliang Kang, Shaozi Li, Yi Yang
    ArXiv:1708.04896, 2017.

    Improving Person Re-identification by Attribute and Identity Learning [PDF][Attributes]
    Yutian Lin, Liang Zheng, Zhedong Zheng, Yu Wu, Yi Yang
    ArXiv:1703.07220, 2017.

    Diagnose like a Radiologist: Attention Guided Convolutional Neural Network for Thorax Disease Classification [PDF][Code]
    Qingji Guan, Yaping Huang, Zhun Zhong, Zhedong Zheng, Liang Zheng, Yi Yang
    ArXiv:1801.09927, 2018.

2018

    Few-shot Object Detection with Model Communication [PDF][Code]
    Xuanyi Dong, Liang Zheng, Fan Ma, Yi Yang, Deyu Meng
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2018.

    SIFT Meets CNN: A Decade Survey of Instance Retrieval.[PDF][Bibtex]
    Liang Zheng, Yi Yang, Qi Tian
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 40(5): 1224-1244, 2018.

    Generalizing A Person Retrieval Model Hetero- and Homogeneously [PDF][Code]
    Zhun Zhong, Liang Zheng, Shaozi Li, Yi Yang
    ECCV, 2018.

    Beyond Part Models: Person Retrieval with Refined Part Pooling (and A Strong Convolutional Baseline) [PDF][Code]
    Yifan Sun, Liang Zheng, Yi Yang, Qi Tian, Shengjin Wang
    ECCV, 2018.

    Macro-Micro Adversarial Network for Human Parsing [PDF][Code]
    Yawei Luo, Zhedong Zheng, Liang Zheng, Tao Guan, Junqing Yu, Yi Yang
    ECCV, 2018.

    Deep Adversarial Attention Alignment for Unsupervised Domain Adaptation: the Benefit of Target Expectation Maximization [PDF][Code coming soon]
    Guoliang Kang, Liang Zheng, Yan Yan, Zikun Liu, Yi Yang
    ECCV, 2018.

    Unsupervised Person Re-identification: Clustering and Fine-tuning [PDF][Code]
    Hehe Fan, Liang Zheng, Chenggang Yan, Yi Yang
    ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), 2018.

    Camera Style Adaptation for Person Re-identification [PDF][Code]
    Zhun Zhong, Liang Zheng, Zhedong Zheng, Shaozi Li, Yi Yang
    CVPR, 2018.

    Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification [PDF][Code]
    Weijian Deng, Liang Zheng, Guoliang Kang, Yi Yang, Qixiang Ye, and Jianbin Jiao
    CVPR, 2018.

    Twitter100k: A Real-world Dataset for Weakly Supervised Cross-Media Retrieval [PDF][Code]
    Yuting Hu, Liang Zheng, Yi Yang, Yongfeng Huang
    IEEE Transactions on Multimedia (TMM), 20(4): 927-938, 2018.

2017

    Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro. [PDF] [Code][DukeMTMC-reID dataset]
    Zhedong Zheng, Liang Zheng, Yi Yang
    ICCV, 2017.

    SVDNet for Pedestrian Retrieval. [PDF] [Code]
    Yifan Sun, Liang Zheng, Weijian Deng, Shengjin Wang
    ICCV, 2017.

    Dynamic Label Graph Matching for Unsupervised Video Re-Identification. [PDF][Code]
    Mang Ye, Andy J Ma, Liang Zheng, Jiawei Li, Pong C Yuen
    ICCV, 2017.

    Person Re-identification in the Wild [PDF] [Dataset]
    Liang Zheng*, Hengheng Zhang*, Shaoyan Sun*, Manmohan Chandraker, Yi Yang, and Qi Tian (* equal contribution)
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.

    Re-ranking Person Re-identification with k-reciprocal Encoding [PDF] [Code]
    Zhun Zhong, Liang Zheng, Donglin Cao and Shaozi Li
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.

    A Discriminatively Learned CNN Embedding for Person Re-identification [PDF] [Code]
    Zhedong Zheng, Liang Zheng, Yi Yang
    ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), 14(1), 13, 2017

    Part-based deep hashing for large-scale person re-identification [PDF] [Code]
    Fuqing Zhu, Xiangwei Kong, Liang Zheng, Haiyan Fu, Qi Tian
    IEEE Transactions on Image Processing 26 (10), 4806-4817, 2017

2016

    MARS: A Video Benchmark for Large-Scale Person Re-identification [PDF] [Dataset]
    Liang Zheng*, Zhi Bie*, Yifan Sun*, Jingdong Wang, Shengjin Wang, Chi Su, and Qi Tian (* equal contribution)
    European Conference of Computer Vision (ECCV), 2016.

    Accurate Image Search with Multi-Scale Contextual Evidences [PDF]
    Liang Zheng, Shengjin Wang, Jingdong Wang, and Qi Tian
    International Journal of Computer Vision (IJCV), 120(1), 1-13, 2016.

    Interactive: Inter-layer activeness propagation
    Lingxi Xie*, Liang Zheng*, Jingdong Wang, Alan Yuille, Qi Tian (* equal contribution)
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016.

2015

    Scalable Person Re-identification: A Benchmark [PDF] [Dataset]
    Liang Zheng*, Liyue Sheng*, Lu Tian*, Shengjin Wang, Jingdong Wang, and Qi Tian (* equal contribution)
    IEEE International Conference on Computer Vision (ICCV), 2015.

    Query-Adaptive Late Fusion for Image Search and Person Re-identification [PDF] [Extended Abstract] [Code]
    Liang Zheng, Shengjin Wang, Lu Tian, Fei He, Ziqiong Liu, and Qi Tian
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015.

    Fast Image Retrieval: Query Pruning and Early Termination. [PDF]
    Liang Zheng, Shengjin Wang, Ziqiong Liu, and Qi Tian
    IEEE Transactions on Multimedia (TMM), 17(5): 648-659, 2015.

2014

    Packing and Padding: Coupled Multi-Index for Accurate Image Retrieval [PDF] [Code] [Baseline Project]
    Liang Zheng, Shengjin Wang, Ziqiong Liu, and Qi Tian
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1947-1954, 2014.
    In case you cannot download the codes on OneDrive, we provide another link here [Code].

    Bayes Merging of Multiple Vocabularies for Scalable Image Retrieval [PDF] [Suppl.] [Code] [Baseline Project]
    Liang Zheng, Shengjin Wang, Wengang Zhou, and Qi Tian
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1963-1970, 2014.
    In case you cannot download the codes on OneDrive, we provide another link here [Code].

    Tensor Index for Large Scale Image Retrieval [PDF]
    Liang Zheng, Shengjin Wang, Peizhen Guo, Hanyue Liang, and Qi Tian
    Multimedia Systems, 21(6): 569-579, 2015.

    Coupled Binary Embedding for Large-scale Image Retrieval [PDF]
    Liang Zheng, Shengjin Wang, and Qi Tian
    IEEE Transactions on Image Processing (TIP), 23(8): 3368-3380, 2014.

    Lp-norm IDF for Scalable Image Retrieval [PDF]
    Liang Zheng, Shengjin Wang, and Qi Tian
    Accepted in IEEE Transactions on Image Processing (TIP), 2014.
    It is an extended version of our CVPR'13 paper.

2013

    Lp-norm IDF for Large Scale Image Search [PDF]
    Liang Zheng, Shengjin Wang, Ziqiong Liu, and Qi Tian
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1626-1633, 2013.

    Visual Phraselet: Refining Spatial Constraints for Large Scale Image Search [PDF]
    Liang Zheng, Shengjin Wang
    IEEE Signal Processing Letters, 20(4): 391-394, 2013.