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Deep learning based image retrieval system for O2O shopping mall platform service design

O2O 쇼핑몰 플랫폼 서비스디자인을 위한 딥 러닝 기반의 이미지 검색 시스템

  • 성재경 (세종대학교 컴퓨터공학과) ;
  • 박상민 (세종대학교 컴퓨터공학과) ;
  • 신상윤 (세종대학교 컴퓨터공학과) ;
  • 김영복 (세종대학교 컴퓨터공학과) ;
  • 김용국 (세종대학교 컴퓨터공학과)
  • Received : 2017.05.23
  • Accepted : 2017.07.20
  • Published : 2017.07.28

Abstract

This paper proposes a new service design which is deep learning-based image retrieval system for product search on O2O shopping mall platform. We have implemented deep learning technology that provides more convenient retrieval service for diverse images of many products that are sold in the internet shopping malls. In order to implement this retrieval system, real data used by shopping mall companies were used as experimental data. However, result from several experiments have confirmed deterioration of retrieval performance due to data components. In order to improve the performance, the learning data that interferes with the retrieval is revised several times, and then the values of experimental result are quantified with the verification data. Using the numerical values of these experiments, we have applied them to the new service design in this system.

Keywords

Deep Learning;Service Design;O2O;Shopping Mall;Classification System

Acknowledgement

Supported by : 한국산업기술평가관리원

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