Classification and interaction of new media instant music video based on deep learning under the background of artificial intelligence

被引:4
作者
Su, Yuerong [1 ]
Sun, Weiwei [2 ]
机构
[1] Zhejiang Coll Secur Technol, Students Affairs Off, Wenzhou 325035, Peoples R China
[2] Wenzhou Univ, Coll Educ, Wenzhou 325035, Peoples R China
关键词
Artificial intelligence; Deep learning; Internet of things; Instant music video; Content production; MICROSTRUCTURE;
D O I
10.1007/s11227-022-04672-4
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
With the continuous upgrading and improvement in the Internet and terminal equipment, many instant music videos share information with users through social platforms. This study explores the impact of new media technology on the content of instant music videos on the Internet under Artificial Intelligence (AI) technology to effectively distinguish the elegant and vulgar short videos and improve the quality of short videos on the Internet. Obscene and harmful instant music videos in the massive data are the bottleneck for its development. An improved deep learning model is proposed based on OPEN_NSFW using the AI image detection system technology of the Internet of Things with a powerful processing ability to image information. Experiments demonstrate that this model significantly reduces the false positive rate and improves the recall compared with the traditional machine learning computing model. Besides, it improves the accuracy when discriminating whether the publisher's head image involves eroticism. In addition, this model can identify and classify the main content of instant music videos to optimize the content. This work provides the characteristic basis for the algorithm to judge and protect the original content. Combining algorithm recommendations and strengthening manual intervention promotes online instant music videos' sustainable and healthy development. These findings can provide an excellent technical guarantee and experimental references for the standardized development of the instant music video industry in the future.
引用
收藏
页码:214 / 242
页数:29
相关论文
共 39 条
  • [2] Influence of the photoperiod on redox regulation and stress responses in Arabidopsis thaliana L. (Heynh.) plants under long- and short-day conditions
    Becker, Beril
    Holtgrefe, Simone
    Jung, Sabrina
    Wunrau, Christina
    Kandlbinder, Andrea
    Baier, Margarete
    Dietz, Karl-Josef
    Backhausen, Jan E.
    Scheibe, Renate
    [J]. PLANTA, 2006, 224 (02) : 380 - 393
  • [3] New media and their application to the production of map products
    Cartwright, W
    [J]. COMPUTERS & GEOSCIENCES, 1997, 23 (04) : 447 - 456
  • [4] Modified ant colony optimization based PID controller design for coupled tank system
    Chauhan, Sumika
    Singh, Bhawana
    Singh, Manmohan
    [J]. ENGINEERING RESEARCH EXPRESS, 2021, 3 (04):
  • [5] A symbiosis of arithmetic optimizer with slime mould algorithm for improving global optimization and conventional design problem
    Chauhan, Sumika
    Vashishtha, Govind
    Kumar, Anil
    [J]. JOURNAL OF SUPERCOMPUTING, 2022, 78 (05) : 6234 - 6274
  • [6] Bearing defect identification via evolutionary algorithm with adaptive wavelet mutation strategy
    Chauhan, Sumika
    Singh, Manmohan
    Aggarwal, Ashwani Kumar
    [J]. MEASUREMENT, 2021, 179
  • [7] Design of a Two-Channel Quadrature Mirror Filter Bank Through a Diversity-Driven Multi-Parent Evolutionary Algorithm
    Chauhan, Sumika
    Singh, Manmohan
    Aggarwal, Ashwani Kumar
    [J]. CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2021, 40 (07) : 3374 - 3394
  • [8] Understanding the Characteristics of Internet Short Video Sharing: A YouTube-Based Measurement Study
    Cheng, Xu
    Liu, Jiangchuan
    Dale, Cameron
    [J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2013, 15 (05) : 1184 - 1194
  • [9] A survey of artificial intelligence strategies for automatic detection of sexually explicit videos
    Cifuentes, Jenny
    Sandoval Orozco, Ana Lucila
    Garcia Villalba, Luis Javier
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (03) : 3205 - 3222
  • [10] The influence of television and video game use on attention and school problems: A multivariate analysis with other risk factors controlled
    Ferguson, Christopher J.
    [J]. JOURNAL OF PSYCHIATRIC RESEARCH, 2011, 45 (06) : 808 - 813