Corpus ID: 15760480

Learning Deep Face Representation

@article{Fan2014LearningDF,
  title={Learning Deep Face Representation},
  author={Haoqiang Fan and Zhimin Cao and Yuning Jiang and Qi Yin and Chinchilla Doudou},
  journal={ArXiv},
  year={2014},
  volume={abs/1403.2802}
}
  • Haoqiang Fan, Zhimin Cao, +2 authors Chinchilla Doudou
  • Published 2014
  • Computer Science
  • ArXiv
  • Face representation is a crucial step of face recognition systems. An optimal face representation should be discriminative, robust, compact, and very easyto-implement. While numerous hand-crafted and learning-based representations have been proposed, considerable room for improvement is still present. In this paper, we present a very easy-to-implement deep learning framework for face representation. Our method bases on a new structure of deep network (called Pyramid CNN). The proposed Pyramid… CONTINUE READING
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    References

    SHOWING 1-10 OF 30 REFERENCES
    Face recognition with learning-based descriptor
    • Zhimin Cao, Qi Yin, X. Tang, Jian Sun
    • Mathematics, Computer Science
    • 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition
    • 2010
    • 437
    • PDF
    Learning hierarchical representations for face verification with convolutional deep belief networks
    • 369
    • PDF
    Hybrid Deep Learning for Face Verification
    • 277
    • PDF
    Fast High Dimensional Vector Multiplication Face Recognition
    • 165
    • PDF
    Beyond simple features: A large-scale feature search approach to unconstrained face recognition
    • 212
    • PDF
    Fisher Vector Faces in the Wild
    • 429
    • PDF
    Learning a similarity metric discriminatively, with application to face verification
    • S. Chopra, Raia Hadsell, Y. LeCun
    • Mathematics, Computer Science
    • 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05)
    • 2005
    • 2,308
    • PDF
    Enhanced Local Texture Feature Sets for Face Recognition Under Difficult Lighting Conditions
    • 2,686
    • PDF
    Local Gabor binary pattern histogram sequence (LGBPHS): a novel non-statistical model for face representation and recognition
    • 1,037
    • PDF
    Descriptor Based Methods in the Wild
    • 489
    • PDF