Hyperspherical Learning bio photo

Hyperspherical Learning

Hyperspherical Learning is a novel and effective learning principle.

  • Weiyang Liu*, Rongmei Lin*, Zhen Liu*, Lixin Liu, Zhiging Yu, Bo Dai, Le Song
    Learning towards Minimum Hyperspherical Energy
    Technical Report, 2018
    arXiv | code | bib

    @article{Liu2018MHE,
      title={Learning towards Minimum Hyperspherical Energy},
      author={Liu, Weiyang and Lin, Rongmei and Liu, Zhen and Liu, Lixin and Yu, Zhiding and Dai, Bo and Song, Le},
      journal={arXiv preprint arXiv:1805.09298},
      year={2018}
    }
    
  • Weiyang Liu*, Zhen Liu*, Zhiding Yu, Bo Dai, Rongmei Lin, Yisen Wang, James Rehg, Le Song
    Decoupled Networks
    CVPR 2018   Spotlight
    arXiv | code | slides | talk | bib

    @InProceedings{Liu2018DCNets,
        author = {Liu, Weiyang and Liu, Zhen and Yu, Zhiding and Dai, Bo and Lin, Rongmei and Wang, Yisen and Rehg, James M. and Song, Le},
        title = {Decoupled Networks},
        booktitle = {CVPR},
        year = {2018}
    }
    
  • Feng Wang, Weiyang Liu, Haijun Liu, Jian Cheng
    Additive Margin Softmax for Face Verification
    ICLR Workshop 2018
    arXiv | code | bib

    @article{Wang2018ICLRW,
      title = {Additive Margin Softmax for Face Verification},
      author = {Wang, Feng and Liu, Weiyang and Liu, Haijun and Cheng, Jian},
      journal = {arXiv preprint arXiv:1801.05599},
      year = {2018}
    }
  • Weiyang Liu, Yan-Ming Zhang, Xingguo Li, Zhiding Yu, Bo Dai, Tuo Zhao, Le Song
    Deep Hyperspherical Learning
    NIPS 2017   Spotlight
    arXiv | code | project | talk | slides | bib

    @inproceedings{Liu2017NIPS,
        title={Deep Hyperspherical Learning},
        author={Liu, Weiyang and Zhang, Yan-Ming and Li, Xingguo and Yu, Zhiding and Dai, Bo and Zhao, Tuo and Song, Le},
        booktitle={NIPS},
        year={2017}
    }
    
  • Weiyang Liu, Yandong Wen, Zhiding Yu, Ming Li, Bhiksha Raj, Le Song
    SphereFace: Deep Hypersphere Embedding for Face Recognition
    CVPR 2017
    arXiv | code | project | demo | slides | bib

    @InProceedings{Liu2017CVPR,
      title = {SphereFace: Deep Hypersphere Embedding for Face Recognition},
      author = {Liu, Weiyang and Wen, Yandong and Yu, Zhiding and Li, Ming and Raj, Bhiksha and Song, Le},
      booktitle = {CVPR},
      year = {2017}
    }
    
  • Weiyang Liu, Yandong Wen, Zhiding Yu, Meng Yang
    Large-Margin Softmax Loss for Convolutional Neural Networks
    ICML 2016
    arXiv | code | project | talk | slides | bib

    @inproceedings{Liu2016ICML,
      title={Large-Margin Softmax Loss for Convolutional Neural Networks},
      author={Liu, Weiyang and Wen, Yandong and Yu, Zhiding and Yang, Meng},
      booktitle={ICML},
      year={2016}
    }