Content-based Automatic Video Genre Identification

被引:0
|
作者
Shamsi, Faryal [1 ]
Daudpota, Sher Muhammad [1 ]
Shaikh, Sarang [1 ]
机构
[1] Sukkur IBA Univ, Dept Comp Sci, Sukkur, Pakistan
关键词
Motion detection; scene detection; shot boundary detection; video genre identification; SHOT-BOUNDARY DETECTION; SPEECH/MUSIC DISCRIMINATOR; CLASSIFICATION; AUDIO; VECTOR; SEQUENCE;
D O I
10.14569/ijacsa.2019.0100677
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Video content is evolving enormously with the heavy usage of internet and social media websites. Proper searching and indexing of such video content is a major challenge. The existing video search potentially relies on the information provided by the user, such as video caption, description and subsequent comments on the video. In such case, if users provide insufficient or incorrect information about the video genre, the video may not be indexed correctly and ignored during search and retrieval. This paper proposes a mechanism to understand the contents of video and categorize it as Music Video, Talk Show, Movie/Drama, Animation and Sports. For video classification, the proposed system uses audio and visual features like audio signal energy, zero crossing rate, spectral flux from audio and shot boundary, scene count and actor motion from video. The system is tested on popular Hollywood, Bollywood and YouTube videos to give an accuracy of 96%.
引用
收藏
页码:598 / 607
页数:10
相关论文
共 50 条
  • [21] A Language for Content-Based Video Retrieval
    Forouzan Golshani
    Nevenka Dimitrova
    Multimedia Tools and Applications, 1998, 6 : 289 - 312
  • [22] On content-based downloading for digital video
    Chen, MS
    Li, CS
    Yu, PS
    INTEGRATION ISSUES IN LARGE COMMERCIAL MEDIA DELIVERY SYSTEMS, 1996, 2615 : 40 - 49
  • [23] Video content-based retrieval system
    Dimitrovski, Ivica
    Loskovska, Suzana
    Kakasevski, Gorgi
    Chorbev, Ivan
    EUROCON 2007: THE INTERNATIONAL CONFERENCE ON COMPUTER AS A TOOL, VOLS 1-6, 2007, : 1812 - 1817
  • [24] Video segmentation for content-based coding
    Meier, T
    Ngan, KN
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1999, 9 (08) : 1190 - 1203
  • [25] Content-based video data retrieval
    Chen, Arbee L.P.
    Liu, Chih-Chin
    Kuo, Tony C.T.
    Proceedings of the National Science Council, Republic of China, Part A: Physical Science and Engineering, 1999, 23 (04): : 449 - 465
  • [26] Content-based video sequence interpretation
    Fong, ACM
    Hui, SC
    Leung, MKH
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2001, 47 (04) : 873 - 879
  • [27] Content-Based image and video compression
    Du, X
    Li, HL
    Ahalt, SC
    ALGORITHMS FOR SYNTHETIC APERTURE RADAR IMAGERY IX, 2002, 4727 : 299 - 309
  • [28] Content-based image and video retrieval
    Vasconcelos, N
    SIGNAL PROCESSING, 2005, 85 (02) : 231 - 232
  • [29] Content-based structuring of video information
    Shibata, M
    Kim, YB
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON MULTIMEDIA COMPUTING AND SYSTEMS, 1996, : 330 - 333
  • [30] Content-based analysis of news video
    Yu, JQ
    Zhou, DR
    Liu, HY
    Cai, BO
    VISUALIZATION AND OPTIMIZATION TECHNIQUES, 2001, 4553 : 332 - 337