Visual Search at eBay

@inproceedings{Yang2017VisualSA,
  title={Visual Search at eBay},
  author={Fan Yang and Ajinkya Kale and Yury Bubnov and Leon Stein and Qiaosong Wang and M. Hadi Kiapour and Robinson Piramuthu},
  booktitle={KDD '17},
  year={2017}
}
  • Fan Yang, Ajinkya Kale, +4 authors Robinson Piramuthu
  • Published in KDD '17 2017
  • Computer Science
  • In this paper, we propose a novel end-to-end approach for scalable visual search infrastructure. We discuss the challenges we faced for a massive volatile inventory like at eBay and present our solution to overcome those. We harness the availability of large image collection of eBay listings and state-of-the-art deep learning techniques to perform visual search at scale. Supervised approach for optimized search limited to top predicted categories and also for compact binary signature are key to… CONTINUE READING

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    References

    Publications referenced by this paper.
    SHOWING 1-5 OF 5 REFERENCES

    Deep Residual Learning for Image Recognition

    VIEW 5 EXCERPTS
    HIGHLY INFLUENTIAL

    Imagenet classi€cation with deep convolutional neural networks

    • Alex Krizhevsky, Ilya Sutskever, Geo‚rey E. Hinton
    • In Advances in Neural Information Processing Systems
    • 2012
    VIEW 10 EXCERPTS
    HIGHLY INFLUENTIAL

    Deep learning of binary hash codes for fast image retrieval

    VIEW 4 EXCERPTS
    HIGHLY INFLUENTIAL

    ImageNet: A large-scale hierarchical image database

    VIEW 5 EXCERPTS
    HIGHLY INFLUENTIAL

    Visual Search at Pinterest

    VIEW 4 EXCERPTS
    HIGHLY INFLUENTIAL