Matching User Photos to Online Products with Robust Deep Features

@inproceedings{Wang2016MatchingUP,
  title={Matching User Photos to Online Products with Robust Deep Features},
  author={Xi Wang and Zhenfeng Sun and Wenqiang Zhang and Yu Zhou and Yu-Gang Jiang},
  booktitle={ICMR},
  year={2016}
}
This paper focuses on a practically very important problem of matching a real-world product photo to exactly the same item(s) in online shopping sites. The task is extremely challenging because the user photos (i.e., the queries in this scenario) are often captured in uncontrolled environments, while the product images in online shops are mostly taken by professionals with clean backgrounds and perfect lighting conditions. To tackle the problem, we study deep network architectures and training… CONTINUE READING
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