A novel automatic shot boundary detection algorithm: robust to illumination and motion effect

被引:13
|
作者
Singh, Alok [1 ]
Thounaojam, Dalton Meitei [1 ]
Chakraborty, Saptarshi [1 ]
机构
[1] Natl Inst Technol, Dept Comp Sci & Engn, Comp Vis Lab, Silchar, Assam, India
关键词
LBP-HF; Shot boundary detection; Abrupt; Adaptive threshold;
D O I
10.1007/s11760-019-01593-3
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Many researches have been done on shot boundary detection, but the performance of shot boundary detection approaches is yet to be addressed for the videos having sudden illumination and object/camera motion effects efficiently. In this paper, a novel dual-stage approach for an abrupt transition detection is proposed which is able to withstand under certain illumination and motion effects. Firstly, an adaptive Wiener filter is applied to the lightness component of the frame to retain some important information on both frequencies and LBP-HF is extracted to reduce the illumination effect. From the experimentation, it is also confirmed that the motion effect is also reduced in the first stage. Secondly, Canny edge difference is used to further remove the illumination and motion effects which are not handled in the first stage. TRECVid 2001 and TRECVid 2007 datasets are applied to analyze and validate our proposed algorithm. Experimental results manifest that the proposed system outperforms the state-of-the-art shot boundary detection techniques.
引用
收藏
页码:645 / 653
页数:9
相关论文
共 40 条
  • [21] A Novel Metric for Efficient Video Shot Boundary Detection
    Sun, Juan
    Wan, Yi
    2014 IEEE VISUAL COMMUNICATIONS AND IMAGE PROCESSING CONFERENCE, 2014, : 45 - 48
  • [22] A video shot boundary detection algorithm based on feature tracking
    Gao, Xinbo
    Li, Jie
    Shi, Yang
    ROUGH SETS AND KNOWLEDGE TECHNOLOGY, PROCEEDINGS, 2006, 4062 : 651 - 658
  • [23] A Novel Approach for Shot Boundary Detection and Key Frames Extraction
    Zhao Guang-sheng
    2008 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND INFORMATION TECHNOLOGY, PROCEEDINGS, 2008, : 221 - 224
  • [24] A novel method of biomimetic pattern recognition for shot boundary detection
    Han Bing
    Gao Xinbo
    Ji Hongbing
    CHINESE JOURNAL OF ELECTRONICS, 2006, 15 (4A): : 941 - 944
  • [25] Automatic video parsing using shot boundary detection and camera operation analysis
    Lee, MS
    Yang, YM
    Lee, SW
    PATTERN RECOGNITION, 2001, 34 (03) : 711 - 719
  • [26] Shot Boundary Detection Algorithm Based on HSV Histogram and HOG Feature
    Shao, Hong
    Qu, Yang
    Cui, Wencheng
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON ADVANCED ENGINEERING MATERIALS AND TECHNOLOGY, 2015, 38 : 951 - 957
  • [27] A SHOT BOUNDARY DETECTION ALGORITHM BASED ON PARTICLE SWARM OPTIMIZATION CLASSIFIER
    Meng, Yu
    Wang, Li-Gong
    Mao, Li-Zeng
    PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-6, 2009, : 1671 - +
  • [28] The Application of Fast and Effective Shot Boundary Detection algorithm in Mechanical Engineering
    Li Xinjun
    Chen Ping
    RESEARCH EFFORTS IN MATERIAL SCIENCE AND MECHANICS ENGINEERING, 2013, 681 : 121 - 125
  • [29] Performance Evaluation of Shot Boundary Detection Metrics in the Presence of Object and Camera Motion
    Warhade, Krishna K.
    Merchant, Shabbier N.
    Desai, U. B.
    IETE JOURNAL OF RESEARCH, 2011, 57 (05) : 461 - 466
  • [30] An Automatic Shot Change Detection Algorithm Using Weighting Variance and Histogram Variation
    Kim, Won-Hee
    Moon, Kwang-Seok
    Kim, Jong-Nam
    11TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY, VOLS I-III, PROCEEDINGS,: UBIQUITOUS ICT CONVERGENCE MAKES LIFE BETTER!, 2009, : 1282 - 1285