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Author:

Zhang, Shuying (Zhang, Shuying.) | Zhang, Jing (Zhang, Jing.) (Scholars:张菁) | Wang, Yizhou (Wang, Yizhou.) | Zhuo, Li (Zhuo, Li.)

Indexed by:

EI Scopus SCIE

Abstract:

As one of the most prevalent we-media, short video has exponentially grown and gradually fallen into the disaster area of infringement. Video fingerprint extraction technology is conducive to the intelligent identification of short video. In view of various tampering attacks, a short video fingerprint extraction method from audio-visual fingerprint fusion to multi-index hashing is proposed, including: (1) the shot-level fingerprint of short video is extracted by audio-visual fingerprint fusion after analyzing the consistency to eliminate the uncertainty at the decision-making layer, in which the visual fingerprint is generated by R(2 + 1)D network, and the audio fingerprint is combined by extracting audio features with masked audio spectral keypoints (MASK) and convolutional recurrent neural network (CRNN); (2) the shot-level fingerprints are assembled into the data-level fingerprint of short video by constructing the data-shot-key frame relationship model of data structure; (3) the short video fingerprint is matched by measuring the weighted Hamming distance by creating the multi-index hashing of the data-level fingerprint. Five experiments are conducted on the CC_Web_Video dataset and the Moments_in_Time_Raw_v2 dataset, and the results show that our method can effectively raise the overall performance of short video fingerprint.

Keyword:

Multi-index hashing Fingerprint extraction Data-shot-key frame Short video Audio-visual

Author Community:

  • [ 1 ] [Zhang, Shuying]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 2 ] [Zhang, Jing]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 3 ] [Wang, Yizhou]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 4 ] [Zhuo, Li]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 5 ] [Zhang, Jing]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intelligen, Beijing, Peoples R China
  • [ 6 ] [Zhuo, Li]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intelligen, Beijing, Peoples R China

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Source :

MULTIMEDIA SYSTEMS

ISSN: 0942-4962

Year: 2022

Issue: 3

Volume: 29

Page: 981-1000

3 . 9

JCR@2022

3 . 9 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:46

JCR Journal Grade:1

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 7

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