Effective Algorithm for Detection of Wipes in Presence of Motion and Illumination

被引:0
|
作者
Chavan, S. [1 ]
Akojwar, S. [2 ]
机构
[1] SBJITMR, Dept Elect & Telecommun Engn, Nagpur, Maharashtra, India
[2] Govt Coll Engn, Dept Instrumentat Engn, Chandrapur 442403, India
关键词
Wipes; NMAWC; Discrete Wavelet Transform; Recall; Precision; VIDEO;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Shot boundary detection is the first step in the video processing applications. The detection of gradual transition is quite difficult compared to the detection of abrupt transition. Among the different gradual transitions, the detection of wipes is more challenging because the wipes are of different categories and having complex nature. We have presented a novel method for wipe transitions detection. In the proposed algorithm we used Normalized Mean of Approximate Wavelet Co-efficient (NMAWC) as a metric for potential wipe transition detection. To apply algorithm on whole video to detect wipes is computationally expensive. So we tested our algorithm on the video clips containing wipe transitions. The experimental results are evaluated using the performance metrics Recall, Precision, F1 measure, detection rate and the results are compared with the existing methods. Our proposed algorithm achieved a relatively better trade-off between recall and precision as compared to other algorithms. We tested the proposed approach on different wipe effects including Special wipes. The proposed method successfully avoids false positives caused due to object/camera motion and illumination.
引用
收藏
页码:598 / 609
页数:12
相关论文
共 50 条
  • [41] Illumination Invariant Face Detection Using Viola Jones Algorithm
    Nehru, Mangayarkarasi
    Padmavathi, S.
    2017 4TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING AND COMMUNICATION SYSTEMS (ICACCS), 2017,
  • [42] Algorithm of Moving Object Detection with Illumination Robustness Based on Confidence
    Cao, Jianrong
    Zhao, Shusheng
    Sun, Xuemei
    Wang, Yameng
    PROCEEDINGS OF 2017 IEEE 2ND INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC), 2017, : 1058 - 1062
  • [43] Block-Based Change Detection in the Presence of Ambient Illumination Variations
    Alexandropoulos, Theodoros
    Loumos, Vassili
    Kayafas, Eleftherios
    JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2005, 9 (01) : 46 - 52
  • [44] Processing of partial video data for detection of wipes
    Kim, H
    Park, SJ
    Lee, JH
    Kim, WM
    Song, SMH
    STORAGE AND RETRIEVAL FOR IMAGE AND VIDEO DATABASES VII, 1998, 3656 : 280 - 289
  • [45] Toward Automatic Anxiety Detection in Autism: A Real-Time Algorithm for Detecting Physiological Arousal in the Presence of Motion
    Puli, Akshay
    Kushki, Azadeh
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2020, 67 (03) : 646 - 657
  • [46] A ROBUST MOTION DETECTION ALGORITHM ON NOISY VIDEOS
    Liu, Yu
    Xiao, Huaxin
    Wang, Wei
    Zhang, Maojun
    2015 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING (ICASSP), 2015, : 1563 - 1567
  • [47] A motion detection algorithm for video surveillance systems
    Alexandru, Marian
    Rosca, Bogdan
    OPTIM 2004: PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON OPTIMIZATION OF ELECTRICAL AND ELECTRONIC EQUIPMENT, VOL 4: APPLIED ELECTRONICS, ELECTRICAL ENGINEERING EDUCATION, 2004, : 163 - 168
  • [48] An improved algorithm for motion detection based on vibe
    Yang, Weiqin
    Zeng, Peifeng
    Fang, Dongxiang
    ICIC Express Letters, 2015, 9 (09): : 2475 - 2481
  • [49] A motion-tolerant dissolve detection algorithm
    Su, CW
    Tyan, HR
    Liao, HYM
    Chen, LH
    IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOL I AND II, PROCEEDINGS, 2002, : A225 - A228
  • [50] An Improved Motion Detection Algorithm Using ViBe
    Mahoor, Ehsan
    Maghsoumi, Hossein
    Asemani, Davud
    2015 6TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING TECHNOLOGIES (ICCCNT), 2015, : 186 - 190