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基于深度学习的视频近似拷贝检索

冯兆华 朱允斌 李卫强

计算机应用与软件2018,Vol.35Issue(1):160-163,182,5.
计算机应用与软件2018,Vol.35Issue(1):160-163,182,5.DOI:10.3969/j.issn.1000-386x.2018.01.028

基于深度学习的视频近似拷贝检索

VIDEO NEAR-DUPLICATE RETRIEVAL BASED ON DEEP LEARNING

冯兆华 1朱允斌 2李卫强1

作者信息

  • 1. 复旦大学计算机科学技术学院 上海201203
  • 2. 上海视频技术与系统工程研究中心 上海201203
  • 折叠

摘要

Abstract

With the development of internet and multimedia technology,there are more and more multimedia data on the Internet,detecting and removing duplicate content in database has become an important task.Based on this situation,this article designed a fast and effective video near-duplicate retrieval system.Unlike traditional approaches,our method adopts deep Convolutional Neural Network to extract frame features,then we use k-d tree to build index for the features,which rapidly speeds up the following searching step.Finally we calculate the similarities between the query video and each candidate and consider the sorted similarities as the final result.

关键词

近似拷贝检索/特征值提取/深度学习/k-d树/相似度度量

Key words

Near-duplicate retrieval/Feature extraction/Deep learning/K-d tree/Similarity measure

分类

信息技术与安全科学

引用本文复制引用

冯兆华,朱允斌,李卫强..基于深度学习的视频近似拷贝检索[J].计算机应用与软件,2018,35(1):160-163,182,5.

基金项目

国家重点研发计划项目(2016YFC0801003) (2016YFC0801003)

上海市科委科研计划项目(16511105402) (16511105402)

上海市人才计划项目(17XD1425000). (17XD1425000)

计算机应用与软件

OA北大核心CSTPCD

1000-386X

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