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2015 | OriginalPaper | Buchkapitel

48. Detection of Essential Changes in Spatio-Temporal Processes with Applications to Camera Based Quality Control

verfasst von : Ewaryst Rafajłowicz

Erschienen in: Stochastic Models, Statistics and Their Applications

Verlag: Springer International Publishing

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Abstract

Our aim in this paper is to propose a simple detector of changes in time that is well suited for parallel use at a large number of spatial sites, since our main motivation is change detection in a sequence of images that are dedicated for quality control of continuously running industrial processes.

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Fußnoten
1
It is convenient to work with a rectangular domain, but all the considerations convey easily to other domains, integer lattices or finite sets.
 
Literatur
1.
Zurück zum Zitat Bhamare SM, Agone V (2011) Change detection of surface temperature and its consequence using multi-temporal remote sensing data and GIS application to Tapi Basin of India. In: Proceedings of the global conference on global warming, Lisbon, Portugal, 11–14 July, 2011 Bhamare SM, Agone V (2011) Change detection of surface temperature and its consequence using multi-temporal remote sensing data and GIS application to Tapi Basin of India. In: Proceedings of the global conference on global warming, Lisbon, Portugal, 11–14 July, 2011
2.
Zurück zum Zitat Davies ER (2005) Machine vision: theory, algorithms, practicalities. Morgan Kaufmann, San Mateo Davies ER (2005) Machine vision: theory, algorithms, practicalities. Morgan Kaufmann, San Mateo
3.
Zurück zum Zitat Gaetan C, Guyon X (2010) Spatial statistics and modeling. Springer, Berlin CrossRef Gaetan C, Guyon X (2010) Spatial statistics and modeling. Springer, Berlin CrossRef
4.
Zurück zum Zitat Garcial Rube DF, et al. (2002) Shape inspection system for variable-luminance steel plates with real-time adaptation capabilities to luminance variations. Real-Time Imaging 8:303–315 CrossRef Garcial Rube DF, et al. (2002) Shape inspection system for variable-luminance steel plates with real-time adaptation capabilities to luminance variations. Real-Time Imaging 8:303–315 CrossRef
5.
Zurück zum Zitat Hima EP (2013) Video objects detection using spatial and temporal segmentation. Int J Sci Res, India Online 2(7):255 Hima EP (2013) Video objects detection using spatial and temporal segmentation. Int J Sci Res, India Online 2(7):255
6.
Zurück zum Zitat Ji M, Jensen JR (1999) Effectiveness of subpixel analysis in detecting and quantifying urban imperviousness from landsat thematic mapper imagery. Geocarto Int 14(4):33–41 CrossRef Ji M, Jensen JR (1999) Effectiveness of subpixel analysis in detecting and quantifying urban imperviousness from landsat thematic mapper imagery. Geocarto Int 14(4):33–41 CrossRef
7.
Zurück zum Zitat Malamasa EN, et al. (2003) A survey on industrial vision systems, applications and tools. Image Vis Comput 21:171–188 CrossRef Malamasa EN, et al. (2003) A survey on industrial vision systems, applications and tools. Image Vis Comput 21:171–188 CrossRef
8.
Zurück zum Zitat Megahed FM, Wells J, Camelio JA, Woodall WH (2012) A spatiotemporal method for the monitoring of image data. Qual Reliab Eng Int 28(8):967–980 CrossRef Megahed FM, Wells J, Camelio JA, Woodall WH (2012) A spatiotemporal method for the monitoring of image data. Qual Reliab Eng Int 28(8):967–980 CrossRef
9.
Zurück zum Zitat Megahed FM, Woodall WH, Camelio JA (2011) A review and perspective on control charting with image data. J Qual Technol 43(2):83–98 Megahed FM, Woodall WH, Camelio JA (2011) A review and perspective on control charting with image data. J Qual Technol 43(2):83–98
10.
Zurück zum Zitat Montgomery DC (1996) Introduction to statistical quality control. Wiley, New York Montgomery DC (1996) Introduction to statistical quality control. Wiley, New York
11.
Zurück zum Zitat Panigrahi N, Mohan BK, Athithan G (2011) Differential geometric approach to change detection using remotely sensed images. J Adv Inf Technol 2(3):134–138 Panigrahi N, Mohan BK, Athithan G (2011) Differential geometric approach to change detection using remotely sensed images. J Adv Inf Technol 2(3):134–138
12.
Zurück zum Zitat Pawlak M, Rafajłowicz E, Steland A (2004) On detecting jumps in time series: nonparametric setting. J Nonparametr Stat 16(3/4):329–347 MathSciNetCrossRef Pawlak M, Rafajłowicz E, Steland A (2004) On detecting jumps in time series: nonparametric setting. J Nonparametr Stat 16(3/4):329–347 MathSciNetCrossRef
13.
Zurück zum Zitat Prause A, Steland A (2015) Detecting changes in spatial-temporal image data based on quadratic forms In: Stochastic models, statistics and their applications, Chapter 16 Prause A, Steland A (2015) Detecting changes in spatial-temporal image data based on quadratic forms In: Stochastic models, statistics and their applications, Chapter 16
14.
Zurück zum Zitat Rafajłowicz E (2007) SUSAN edge detector reinterpreted, simplified and modified. In: International workshop on multidimensional (nD) systems, Aveiro, Portugal, pp 69–74 CrossRef Rafajłowicz E (2007) SUSAN edge detector reinterpreted, simplified and modified. In: International workshop on multidimensional (nD) systems, Aveiro, Portugal, pp 69–74 CrossRef
15.
Zurück zum Zitat Rafajłowicz E, Pawlak M, Steland A (2008) Nonlinear image processing and filtering: a unified approach based on vertically weighted regression. Int J Appl Math Comput Sci 18(1):49–61 MathSciNetMATH Rafajłowicz E, Pawlak M, Steland A (2008) Nonlinear image processing and filtering: a unified approach based on vertically weighted regression. Int J Appl Math Comput Sci 18(1):49–61 MathSciNetMATH
16.
Zurück zum Zitat Rafajłowicz E, Pawlak M, Steland A (2010) Nonparametric sequential change-point detection by a vertically trimmed box method. IEEE Trans Inf Theory 56(7):3621–3634 CrossRef Rafajłowicz E, Pawlak M, Steland A (2010) Nonparametric sequential change-point detection by a vertically trimmed box method. IEEE Trans Inf Theory 56(7):3621–3634 CrossRef
17.
Zurück zum Zitat Ristivojevic M, Konrad J (2006) Space–time image sequence analysis: object tunnels and occlusion volumes. IEEE Trans Image Proc 15(2):364–376 CrossRefMATH Ristivojevic M, Konrad J (2006) Space–time image sequence analysis: object tunnels and occlusion volumes. IEEE Trans Image Proc 15(2):364–376 CrossRefMATH
18.
Zurück zum Zitat Steland A, Rafajlowicz E (2014) Decoupling change-point detection based on characteristic functions: methodology, asymptotics, subsampling and application. J Stat Plan Inference 145:49–73 MathSciNetCrossRefMATH Steland A, Rafajlowicz E (2014) Decoupling change-point detection based on characteristic functions: methodology, asymptotics, subsampling and application. J Stat Plan Inference 145:49–73 MathSciNetCrossRefMATH
19.
Zurück zum Zitat Szajowski K (2011) Multi-variate quickest detection of significant change process. In: Baras JS, Katz J, Altman E (eds) Decision and game theory for security. Lecture notes in computer science, vol 7037. Second international conference, GameSec 2011 College Park, MD, Maryland, USA, November 14–15, 2011, pp 56–66 CrossRef Szajowski K (2011) Multi-variate quickest detection of significant change process. In: Baras JS, Katz J, Altman E (eds) Decision and game theory for security. Lecture notes in computer science, vol 7037. Second international conference, GameSec 2011 College Park, MD, Maryland, USA, November 14–15, 2011, pp 56–66 CrossRef
Metadaten
Titel
Detection of Essential Changes in Spatio-Temporal Processes with Applications to Camera Based Quality Control
verfasst von
Ewaryst Rafajłowicz
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-13881-7_48