京东电子商务平台实时视觉搜索系统的设计与实现

Jie Li, Hai-Fei Liu, C. Gui, Jianyu Chen, Zhenyuan Ni, Ning Wang, Yuan Chen
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引用次数: 21

摘要

我们提出了一个视觉搜索系统的设计和实现,用于实时图像检索京东,世界第三大和中国最大的电子商务网站。我们证明了我们的系统可以在亚秒时间尺度上支持数千亿产品图像的实时视觉搜索,并通过分布式分层架构和高效索引方法处理频繁的图像更新。我们希望将我们的实践与我们的实际生产系统分享,将激发中间件社区对为新兴应用程序(如电子商务视觉搜索)构建实用的大规模系统的兴趣和赞赏。
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The Design and Implementation of a Real Time Visual Search System on JD E-commerce Platform
We present the design and implementation of a visual search system for real time image retrieval on JD.com, the world's third largest and China's largest e-commerce site. We demonstrate that our system can support real time visual search with hundreds of billions of product images at sub-second timescales and handle frequent image updates through distributed hierarchical architecture and efficient indexing methods. We hope that sharing our practice with our real production system will inspire the middleware community's interest and appreciation for building practical large scale systems for emerging applications, such as e-commerce visual search.
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