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People

Detection

    • Wang X, Xiao T, Jiang Y, et al. "Repulsion Loss: Detecting Pedestrians in a Crowd." CVPR(2018). [pdf]

Segmentation

    • Brazil, Garrick, X. Yin, and X. Liu. "Illuminating Pedestrians via Simultaneous Detection & Segmentation." CVPR(2017). [pdf]

Attribute

    • Li, D., Chen, X., Huang, K. "Multi-attribute learning for pedestrian attribute recognition in surveillance scenarios." ACPR(2015). [pdf] (DeepMAR)
    • Xihui Liu, Haiyu Zhao, Maoqing Tian, Lu Sheng, Jing Shao, Shuai Yi, Junjie Yan, Xiaogang Wang. "Multi-label CNN based pedestrian attribute learning for soft biometrics." ICB(2015). [pdf]
    • Xihui Liu, Haiyu Zhao, Maoqing Tian, Lu Sheng, Jing Shao, Shuai Yi, Junjie Yan, Xiaogang Wang. "A Richly Annotated Dataset for Pedestrian Attribute Recognition." arxiv(2016). [pdf] [dataset]
    • Xihui Liu, Haiyu Zhao, Maoqing Tian, Lu Sheng, Jing Shao, Shuai Yi, Junjie Yan, Xiaogang Wang. "Weakly-supervised Learning of Mid-level Features for Pedestrian Attribute Recognition and Localization." arxiv(2016). [pdf] [github](WPAL-network)
    • J Zhu ， S Liao ， Z Lei ， SZ Li. "Multi-label Convolutional Neural Network Based Pedestrian Attribute Classification." IVC(2017). [pdf] (MLCNN)
    • Jingya Wang, Xiatian Zhu, Shaogang Gong, Wei Li. "Attribute Recognition by Joint Recurrent Learning of Context and Correlation." arxiv(2017). [pdf]
    • Kai Yu, Biao Leng, Zhang Zhang, Dangwei Li, Kaiqi Huang. "HydraPlus-Net: Attentive Deep Features for Pedestrian Analysis." arxiv(2017). [pdf] [github]

Pose Estimation

    • Alejandro Newell, Kaiyu Yang, Jia Deng. "Stacked Hourglass Networks for Human Pose Estimation." arxiv(2016). [pdf] [github]
    • Zhe Cao, Tomas Simon, Shih-En Wei, Yaser Sheikh. "Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields." CVPR(2017). [pdf] [github]
    • Bin Xiao, Haiping Wu, Yichen Wei. "Simple Baselines for Human Pose Estimation and Tracking." 2018. [pdf]

ReID

Attribute

    • Yutian Lin, Liang Zheng, Zhedong Zheng, Yu Wu, Yi Yang. "Improving Person Re-identification by Attribute and Identity Learning." 2017. [pdf]
    • Tetsu Matsukawa, Einoshin Suzuki. "Person Re-Identification Using CNN Features Learned from Combination of Attributes ." 2016(ICPR). [pdf]

Representation learning

Metric learning

    • Weihua Chen, Xiaotang Chen, Jianguo Zhang, Kaiqi Huang. Beyond triplet loss: a deep quadruplet network for person re-identification[J]. arXiv preprint arXiv:1704.01719, 2017.

Local Feature

    • Yifan Sun, Liang Zheng, Yi Yang, Qi Tian, Shengjin Wang. "Beyond Part Models: Person Retrieval with Refined Part Pooling." 2018(CVPR). [pdf]

RNN

GAN

    • Zhun Zhong, Liang Zheng, Zhedong Zheng, Shaozi Li, Yi Yang. "Camera Style Adaptation for Person Re-identification." 2018(CVPR). [pdf]
    • Jianming Lv, Xintong Wang "Cross-dataset Person Re-Identification Using Similarity Preserved Generative Adversarial Networks." 2018(CVPR). [pdf] [github]

Re-rank

    • Zhong Z, Zheng L, Cao D, et al. "Re-ranking Person Re-identification with k-reciprocal Encoding." 2017(CVPR). [pdf]