Real-time, large-scale duplicate image detection method based on multi-feature fusion
作者: Ming ChenYuhua LiZhifeng ZhangChing-Hsien HsuShangguang Wang
作者单位: 1Zhengzheng University of Light Industry
2Foshan University
3Chung Hua University
4Beijing University of Posts and Telecommunications
刊名: Journal of Real-Time Image Processing, 2017, Vol.13 (3), pp.557-570
来源数据库: Springer Nature Journal
DOI: 10.1007/s11554-016-0632-9
关键词: Duplicate image detectionMulti-feature fusionImage retrieval
英文摘要: Recently, using old or irrelevant images in microblogs to spread false rumors has become increasingly rampant. Therefore, tracking and verifying the sources of images has become essential. In order to solve this problem, this paper provides a real-time, large-scale duplicate image detection method based on multi-feature fusion. This method firstly uses multi-feature fusion to improve retrieval accuracy. Then, by Hbase optimization, it uses a bloom filter and range query to improve retrieval efficiency. Experimental results show that, compared with existing algorithms, this method has higher precision and recall rates. Meanwhile, real-time responsiveness and scalability of the approach also meet real-world needs.
原始语种摘要: Recently, using old or irrelevant images in microblogs to spread false rumors has become increasingly rampant. Therefore, tracking and verifying the sources of images has become essential. In order to solve this problem, this paper provides a real-time, large-scale duplicate image detection method based on multi-feature fusion. This method firstly uses multi-feature fusion to improve retrieval accuracy. Then, by Hbase optimization, it uses a bloom filter and range query to improve retrieval efficiency. Experimental results show that, compared with existing algorithms, this method has higher precision and recall rates. Meanwhile, real-time responsiveness and scalability of the approach also meet real-world needs.
全文获取路径: Springer Nature  (合作)
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来源刊物:
影响因子:1.156 (2012)

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关键词翻译
关键词翻译
  • feature 结构元件
  • Real-time 实时的
  • fusion 融解
  • image 
  • retrieval 检索
  • duplicate 复制
  • scale 度盘
  • large 大的
  • detection 探测
  • irrelevant 不相关