Deep Zero-Shot Learning for Scene Sketch

@article{Xie2019DeepZL,
  title={Deep Zero-Shot Learning for Scene Sketch},
  author={Yao Xie and Peng Xu and Zhanyu Ma},
  journal={2019 IEEE International Conference on Image Processing (ICIP)},
  year={2019},
  pages={3661-3665}
}
  • Yao Xie, Peng Xu, Zhanyu Ma
  • Published 2019
  • Computer Science
  • 2019 IEEE International Conference on Image Processing (ICIP)
  • We introduce a novel problem of scene sketch zero-shot learning (SSZSL), which is a challenging task, since (i) different from photo, the gap between common semantic domain (e.g., word vector) and sketch is too huge to exploit common semantic knowledge as the bridge for knowledge transfer, and (ii) compared with single-object sketch, more expressive feature representation for scene sketch is required to accommodate its high-level of abstraction and complexity. [...] Key Method In particular, we propose the…Expand Abstract

    Figures, Tables, and Topics from this paper.

    Explore key concepts

    Links to highly relevant papers for key concepts in this paper:

    Citations

    Publications citing this paper.
    SHOWING 1-6 OF 6 CITATIONS

    Fine-Grained Instance-Level Sketch-Based Video Retrieval

    VIEW 1 EXCERPT
    CITES BACKGROUND

    A Multiple Triplet-Ranking Model for Fine-Grained Sketch-Based Image Retrieval

    VIEW 1 EXCERPT
    CITES BACKGROUND

    Deep Learning for Free-Hand Sketch: A Survey

    VIEW 2 EXCERPTS
    CITES BACKGROUND

    References

    Publications referenced by this paper.
    SHOWING 1-10 OF 32 REFERENCES

    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

    Instance-Level Coupled Subspace Learning for Fine-Grained Sketch-Based Image Retrieval

    VIEW 1 EXCERPT

    Deep Spatial-Semantic Attention for Fine-Grained Sketch-Based Image Retrieval

    VIEW 2 EXCERPTS

    Learning Deep Sketch Abstraction

    VIEW 1 EXCERPT

    Learning a Deep Embedding Model for Zero-Shot Learning

    VIEW 6 EXCERPTS
    HIGHLY INFLUENTIAL

    SketchyScene: Richly-Annotated Scene Sketches

    VIEW 1 EXCERPT

    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 1 EXCERPT

    Generalized Zero-Shot Recognition Based on Visually Semantic Embedding

    VIEW 1 EXCERPT

    Semantic Autoencoder for Zero-Shot Learning

    VIEW 2 EXCERPTS