Deep Self-Supervised Representation Learning for Free-Hand Sketch

@article{Xu2020DeepSR,
  title={Deep Self-Supervised Representation Learning for Free-Hand Sketch},
  author={Peng Xu and Zeyu Song and Qiyue Yin and Yi-Zhe Song and Liang Wang},
  journal={ArXiv},
  year={2020},
  volume={abs/2002.00867}
}
  • Peng Xu, Zeyu Song, +2 authors Liang Wang
  • Published 2020
  • Computer Science
  • ArXiv
  • In this paper, we tackle for the first time, the problem of self-supervised representation learning for free-hand sketches. This importantly addresses a common problem faced by the sketch community -- that annotated supervisory data are difficult to obtain. This problem is very challenging in that sketches are highly abstract and subject to different drawing styles, making existing solutions tailored for photos unsuitable. Key for the success of our self-supervised learning paradigm lies with… CONTINUE READING

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    References

    Publications referenced by this paper.
    SHOWING 1-10 OF 53 REFERENCES

    SketchMate: Deep Hashing for Million-Scale Human Sketch Retrieval

    • Peng Xu, Yongye Huang, +6 authors Jun Guo
    • Computer Science
    • 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition
    • 2018
    VIEW 8 EXCERPTS

    Sketch-a-Net: A Deep Neural Network that Beats Humans

    VIEW 2 EXCERPTS

    Deep Learning for Free-Hand Sketch: A Survey

    VIEW 1 EXCERPT

    Learning Deep Sketch Abstraction

    VIEW 2 EXCERPTS

    Deep Zero-Shot Learning for Scene Sketch

    • Yao Xie, Peng Xu, Zhanyu Ma
    • Computer Science
    • 2019 IEEE International Conference on Image Processing (ICIP)
    • 2019

    Deep Sketch Hashing: Fast Free-Hand Sketch-Based Image Retrieval

    VIEW 1 EXCERPT

    Cross-modal subspace learning for fine-grained sketch-based image retrieval

    • Peng Xu, Qiyue Yin, +6 authors Jun Guo
    • Computer Science, Mathematics
    • Neurocomputing
    • 2018
    VIEW 1 EXCERPT

    Doodle to Search: Practical Zero-Shot Sketch-Based Image Retrieval