Frequency-domain based video irregularity analysis

被引:1
|
作者
Ringsleben, Frederic [1 ]
Benndorf, Maik [1 ]
Haenselmann, Thomas [1 ]
机构
[1] Univ Appl Sci Mittweida, Fac Appl Comp Sci & Biosci, D-09648 Mittweida, Germany
关键词
Video similarity; Fourier transform; Production plant; Stroboscopic effect; Frequency domain;
D O I
10.1109/CSCI.2017.97
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A typical task of camera systems in industrial environments is to observe cyclically recurring production patterns. This paper deals with the comparison of videos with the aim of revealing irregularities from these repeating patterns. We suggest interpreting each pixel of a video as a temporally varying signal. We show that irregularities can be detected easily in the frequency domain. Compared to existing methods, e.g. based on structure or color, we obtain a nearly lossless comparison that is able to deal with the stroboscope effect. The result is a 2D-irregularity map that shows deviations from the regular production process on a pixel-by-pixel basis.
引用
收藏
页码:572 / 575
页数:4
相关论文
共 50 条
  • [31] Influence of track flexibility and spatial coherence of track irregularity on vehicle-slab track interaction: frequency-domain analysis
    Xu, Lei
    Lu, Tao
    INTERNATIONAL JOURNAL OF RAIL TRANSPORTATION, 2021, 9 (04) : 342 - 367
  • [32] A Frequency-Domain Convolutional Neural Network Architecture Based on the Frequency-Domain Randomized Offset Rectified Linear Unit and Frequency-Domain Chunk Max Pooling Method
    Lin, Jinhua
    Ma, Lin
    Cui, Jingxia
    IEEE ACCESS, 2020, 8 : 98126 - 98155
  • [33] Frequency-Domain Analysis of Traces for the Detection of AI-based Compression
    Bergmann, Sandra
    Moussa, Denise
    Brand, Fabian
    Kaup, Andre
    Riess, Christian
    2023 11TH INTERNATIONAL WORKSHOP ON BIOMETRICS AND FORENSICS, IWBF, 2023,
  • [34] Hydroelastic analysis of offshore floating photovoltaic based on frequency-domain model
    Shi, Yongkang
    Wei, Yanji
    Tay, Zhi Yung
    Chen, Zuogang
    OCEAN ENGINEERING, 2023, 289
  • [35] Adaptive Multispectral Demosaicking Based on Frequency-Domain Analysis of Spectral Correlation
    Jaiswal, Sunil Prasad
    Fang, Lu
    Jakhetiya, Vinit
    Pang, Jiahao
    Mueller, Klaus
    Au, Oscar Chi
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2017, 26 (02) : 953 - 968
  • [36] An effective frequency-domain feature of atrial fibrillation based on time-frequency analysis
    Hu, Yusong
    Zhao, Yantao
    Liu, Jihong
    Pang, Jin
    Zhang, Chen
    Li, Peizhe
    BMC MEDICAL INFORMATICS AND DECISION MAKING, 2020, 20 (01)
  • [37] Dynamic analysis of large dams in frequency-domain based on Fourier SEM
    Tan, Ping
    Li, Nansheng
    APPLIED MATERIALS AND TECHNOLOGIES FOR MODERN MANUFACTURING, PTS 1-4, 2013, 423-426 : 1121 - +
  • [38] Iterative correlation-based controller tuning: Frequency-domain analysis
    Karimi, A
    Miskovic, L
    Bonvin, D
    PROCEEDINGS OF THE 41ST IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, 2002, : 4215 - 4220
  • [39] HYDROELASTIC ANALYSIS OF OFFSHORE FLOATING PHOTOVOLTAIC BASED ON FREQUENCY-DOMAIN MODEL
    Shi, Y.
    Wei, Y.
    Chen, Z.
    PROCEEDINGS OF ASME 2023 42ND INTERNATIONAL CONFERENCE ON OCEAN, OFFSHORE & ARCTIC ENGINEERING, OMAE2023, VOL 8, 2023,
  • [40] Theory and analysis of frequency-domain photoacoustic tomography
    Baddour, Natalie
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2008, 123 (05): : 2577 - 2590