Can I teach a robot to replicate a line art

@article{Venkataramaiyer2020CanIT,
  title={Can I teach a robot to replicate a line art},
  author={Raghav Brahmadesam Venkataramaiyer and S. Kumar and Vinay P. Namboodiri},
  journal={2020 IEEE Winter Conference on Applications of Computer Vision (WACV)},
  year={2020},
  pages={1922-1930}
}
  • Raghav Brahmadesam Venkataramaiyer, S. Kumar, Vinay P. Namboodiri
  • Published 2020
  • Computer Science
  • 2020 IEEE Winter Conference on Applications of Computer Vision (WACV)
  • Line art is arguably one of the fundamental and versatile modes of expression. We propose a pipeline for a robot to look at a grayscale line art and redraw it. The key novel elements of our pipeline are: a) we propose a novel task of mimicking line drawings, b) to solve the pipeline we modify the Quick-draw dataset and obtain supervised training for converting a line drawing into a series of strokes c) we propose a multi-stage segmentation and graph interpretation pipeline for solving the… CONTINUE READING

    References

    Publications referenced by this paper.
    SHOWING 1-10 OF 24 REFERENCES
    U-Net: Convolutional Networks for Biomedical Image Segmentation
    • 15,471
    • PDF
    Fully Convolutional Networks for Semantic Segmentation
    • 7,176
    • PDF
    Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks
    • 6,534
    • PDF
    Explaining and Harnessing Adversarial Examples
    • 5,460
    • PDF
    Portrait drawing by Paul the robot
    • 93
    • PDF
    Sketch-a-Net: A Deep Neural Network that Beats Humans
    • 132
    • PDF
    A Neural Representation of Sketch Drawings
    • 313
    • PDF
    Sketch classification and classification-driven analysis using Fisher vectors
    • 121
    • PDF
    The importance of drawing in the mechanical design process
    • 400
    • PDF
    Fidelity vs. simplicity: a global approach to line drawing vectorization
    • 46
    • PDF