Skip to main content
Erschienen in: Soft Computing 7/2020

13.08.2019 | Methodologies and Application

Toward recursive spherical harmonics issued bi-filters: Part II: an associated spherical harmonics entropy for optimal modeling

verfasst von: Malika Jallouli, Wafa Bel Hadj Khélifa, Anouar Ben Mabrouk, Mohamed Ali Mahjoub

Erschienen in: Soft Computing | Ausgabe 7/2020

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Image processing continues to be a challenging topic in many scientific fields such as medicine, computational physics and informatics especially with the discovery and development of 3D cases. Therefore, development of suitable tools that guarantee a best treatment is a necessity. Spherical shapes are a big class of 3D images whom processing necessitates adoptable tools. This encourages researchers to develop special mathematical bases suitable for 3D spherical shapes. The present work lies in this whole topic with the application of special spherical harmonics bases. In Jallouli et al. (Soft Comput 2018. https://​doi.​org/​10.​1007/​s00500-018-3596-9), theoretical framework of spherical harmonics filters adapted to image processing has been developed. In the present paper, new approach based on Jallouli et al. (Soft Comput 2018. https://​doi.​org/​10.​1007/​s00500-018-3596-9) is proposed for the reconstruction of images provided with spherical harmonics Shannon-type entropy to evaluate the order/disorder of the reconstructed image. Efficiency and accuracy of the approach are demonstrated by a simulation study on several spherical models.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Antoine JP, Carrette P, Murenzi R, Piette R (1993) Image analysis with two-dimensional continuous wavelet transform. Signal Process. 31:241–272CrossRef Antoine JP, Carrette P, Murenzi R, Piette R (1993) Image analysis with two-dimensional continuous wavelet transform. Signal Process. 31:241–272CrossRef
Zurück zum Zitat Antoine JP, Murenzi R, Vandergheynst P (1996) Two-dimensional directional wavelets in image processing. Int. J. of Imaging Systems and Technology, 7(3):152–165CrossRef Antoine JP, Murenzi R, Vandergheynst P (1996) Two-dimensional directional wavelets in image processing. Int. J. of Imaging Systems and Technology, 7(3):152–165CrossRef
Zurück zum Zitat Antoine JP, Demanet L, Jacques L, Vandergheynst P (2002) Wavelets on the sphere: implementation and approximation. Appl Comput Harmonic Anal 13:177–200MathSciNetCrossRef Antoine JP, Demanet L, Jacques L, Vandergheynst P (2002) Wavelets on the sphere: implementation and approximation. Appl Comput Harmonic Anal 13:177–200MathSciNetCrossRef
Zurück zum Zitat Arfaoui S, Rezgui I, Ben Mabrouk A (2017) Wavelet analysis on the sphere, spheroidal wavelets, Degryuter, BerlinCrossRef Arfaoui S, Rezgui I, Ben Mabrouk A (2017) Wavelet analysis on the sphere, spheroidal wavelets, Degryuter, BerlinCrossRef
Zurück zum Zitat Attard PP (2008) The Second Entropy: A Variational Principle for Time-dependent Systems. Entropy 10:380–390MathSciNetCrossRef Attard PP (2008) The Second Entropy: A Variational Principle for Time-dependent Systems. Entropy 10:380–390MathSciNetCrossRef
Zurück zum Zitat Bessa RJ, Miranda V, Gama J (2009) Entropy and Correntropy Against Minimum Square Error in Offline and Online Three-Day Ahead Wind Power Forecasting. IEEE Transactions on Power Systems 24(4):10CrossRef Bessa RJ, Miranda V, Gama J (2009) Entropy and Correntropy Against Minimum Square Error in Offline and Online Three-Day Ahead Wind Power Forecasting. IEEE Transactions on Power Systems 24(4):10CrossRef
Zurück zum Zitat Borwein JM, Lewis AS, Limber MN, Noll D (1995) Maximum entropy reconstruction using derivative information part 2: computational results. Numer. Math. 69:243–256MathSciNetCrossRef Borwein JM, Lewis AS, Limber MN, Noll D (1995) Maximum entropy reconstruction using derivative information part 2: computational results. Numer. Math. 69:243–256MathSciNetCrossRef
Zurück zum Zitat Broadbridge Ph (2008) Entropy Diagnostics for Fourth Order Partial Differential Equations in Conservation Form. Entropy 10:365–379MathSciNetCrossRef Broadbridge Ph (2008) Entropy Diagnostics for Fourth Order Partial Differential Equations in Conservation Form. Entropy 10:365–379MathSciNetCrossRef
Zurück zum Zitat Bulow Th, Daniilidis K (2001) Surface representations using spherical harmonics and gabor wavelets on the sphere. Technical Reports (CIS) No. MS-CIS-01-37. Department of Computer and Information Science. University of Pennsylvania. January 2001, 21 pages Bulow Th, Daniilidis K (2001) Surface representations using spherical harmonics and gabor wavelets on the sphere. Technical Reports (CIS) No. MS-CIS-01-37. Department of Computer and Information Science. University of Pennsylvania. January 2001, 21 pages
Zurück zum Zitat Burns B, Wilson NE, Furuyama JK, Thomas MA (2014) Non-uniformly under-sampled multi-dimensional spectroscopic imaging in vivo: maximum entropy versus compressed sensing reconstruction. NMR Biomed. 27:191–201CrossRef Burns B, Wilson NE, Furuyama JK, Thomas MA (2014) Non-uniformly under-sampled multi-dimensional spectroscopic imaging in vivo: maximum entropy versus compressed sensing reconstruction. NMR Biomed. 27:191–201CrossRef
Zurück zum Zitat Chambodut A, Panet I, Mandea M, Diament M, Holschneider M, Jamet O (2005) Wavelet frames: an alternative to spherical harmonic representation of potential fields. Geophysical Journal International 163:875–899CrossRef Chambodut A, Panet I, Mandea M, Diament M, Holschneider M, Jamet O (2005) Wavelet frames: an alternative to spherical harmonic representation of potential fields. Geophysical Journal International 163:875–899CrossRef
Zurück zum Zitat Dine M (2010) Special functions: Legendre functions, spherical harmonics, and Bessel functions. Presentation, Physics 212 2010, Electricity and Magnetism. Department of Physics, University of California, Santa Cruz Dine M (2010) Special functions: Legendre functions, spherical harmonics, and Bessel functions. Presentation, Physics 212 2010, Electricity and Magnetism. Department of Physics, University of California, Santa Cruz
Zurück zum Zitat Dudık M, Phillips SJ, Schapire RE (2007) Maximum Entropy Density Estimation with Generalized Regularization and an Application to Species Distribution Modeling. Journal of Machine Learning Research 8:1217–1260MathSciNetMATH Dudık M, Phillips SJ, Schapire RE (2007) Maximum Entropy Density Estimation with Generalized Regularization and an Application to Species Distribution Modeling. Journal of Machine Learning Research 8:1217–1260MathSciNetMATH
Zurück zum Zitat Fan J, Hu T, Wu Q, Zhou DX (2016) Consistency Analysis of an Empirical Minimum Error Entropy Algorithm. Appl. Comput. Harmon. Anal. 41:164–189MathSciNetCrossRef Fan J, Hu T, Wu Q, Zhou DX (2016) Consistency Analysis of an Empirical Minimum Error Entropy Algorithm. Appl. Comput. Harmon. Anal. 41:164–189MathSciNetCrossRef
Zurück zum Zitat Gomes-Gonçalves E, Gzyl H, Mayoral S (2014) Density Reconstructions with Errors in the Data. Entropy 16:3257–3272MathSciNetCrossRef Gomes-Gonçalves E, Gzyl H, Mayoral S (2014) Density Reconstructions with Errors in the Data. Entropy 16:3257–3272MathSciNetCrossRef
Zurück zum Zitat Gonzalez D, Cueto E, Doblare M (2007) A higher-order method based on local maximum entropy approximation. Int. J. Numer. Meth. Engineering 83(6):741–764MathSciNetMATH Gonzalez D, Cueto E, Doblare M (2007) A higher-order method based on local maximum entropy approximation. Int. J. Numer. Meth. Engineering 83(6):741–764MathSciNetMATH
Zurück zum Zitat Guan X (2011) Spherical image processing for immersive visualisation and view generation. PhD, University of Central Lancashire Guan X (2011) Spherical image processing for immersive visualisation and view generation. PhD, University of Central Lancashire
Zurück zum Zitat Hielscher R, Schaeben H, Chateigner D (2007) On the entropy to texture index relationship in quantitative texture analysis. J. Appl. Cryst. 40:371–375CrossRef Hielscher R, Schaeben H, Chateigner D (2007) On the entropy to texture index relationship in quantitative texture analysis. J. Appl. Cryst. 40:371–375CrossRef
Zurück zum Zitat Labat D (2005) Recent advances in wavelet analyses: Part 1. A review of Concepts. J Hydrol 314:275–288CrossRef Labat D (2005) Recent advances in wavelet analyses: Part 1. A review of Concepts. J Hydrol 314:275–288CrossRef
Zurück zum Zitat Lombardi D, Pant S (2016) Nonparametric \(k\)-nearest-neighbor entropy estimator. Physical Review E 93(013310):12 Lombardi D, Pant S (2016) Nonparametric \(k\)-nearest-neighbor entropy estimator. Physical Review E 93(013310):12
Zurück zum Zitat Low FE (2004) Classical field theory, Electromagnetism and Gravitation. Willey-VCH Verlag GmbH & Co, Low FE (2004) Classical field theory, Electromagnetism and Gravitation. Willey-VCH Verlag GmbH & Co,
Zurück zum Zitat Lyubushin A (2013) How Soon would the next Mega-Earthquake Occur in Japan Nat. Sci. 5:1–7 Lyubushin A (2013) How Soon would the next Mega-Earthquake Occur in Japan Nat. Sci. 5:1–7
Zurück zum Zitat Muller I (2008) Extended thermodynamics: a theory of symmetric hyperbolic field equations. Entropy 10:477–492MathSciNetCrossRef Muller I (2008) Extended thermodynamics: a theory of symmetric hyperbolic field equations. Entropy 10:477–492MathSciNetCrossRef
Zurück zum Zitat Ng AY (2004) Feature selection, \(L_1\) vs. \(L_2\) regularization, and rotational invariance. In: Proceeding ICML’04 Proceedings of the twenty-first international conference on machine learning, pp 78–85 Ng AY (2004) Feature selection, \(L_1\) vs. \(L_2\) regularization, and rotational invariance. In: Proceeding ICML’04 Proceedings of the twenty-first international conference on machine learning, pp 78–85
Zurück zum Zitat Nicholson T, Sambridge M, Gudmundsson O (2000) On Entropy and Clustering in Earthquake Hypocentre Distributions. Geophys. J. Int. 142:37–51CrossRef Nicholson T, Sambridge M, Gudmundsson O (2000) On Entropy and Clustering in Earthquake Hypocentre Distributions. Geophys. J. Int. 142:37–51CrossRef
Zurück zum Zitat Nicolis O, Mateu J (2015) 2D Anisotropic Wavelet Entropy with an Application to Earthquakes in Chile. Entropy 17:4155–4172CrossRef Nicolis O, Mateu J (2015) 2D Anisotropic Wavelet Entropy with an Application to Earthquakes in Chile. Entropy 17:4155–4172CrossRef
Zurück zum Zitat Nose-Filho K, Fantinato DG, Attux R, Neves A, Romano JMT (2013) A novel entropy-based equalization performance measure and relations to \(L_p\)-norm deconvolution. XXXI Simposio Brasileiro de Telecomunicacoes-SBrT2013, 1–4 De Setembro De 2013, Fortaleza, CE, 5 pp Nose-Filho K, Fantinato DG, Attux R, Neves A, Romano JMT (2013) A novel entropy-based equalization performance measure and relations to \(L_p\)-norm deconvolution. XXXI Simposio Brasileiro de Telecomunicacoes-SBrT2013, 1–4 De Setembro De 2013, Fortaleza, CE, 5 pp
Zurück zum Zitat Riezler S, Vasserman A (2004) Incremental feature selection and \(l_1\) regularization for relaxed maximum-entropy modeling. In: Proceedings of the 2004 conference on empirical methods in natural language processing, EMNLP 2004, A meeting of SIGDAT, a Special Interest Group of the ACL, held in conjunction with ACL 2004, 25-26 July 2004, Barcelona, Spain. 8 pp Riezler S, Vasserman A (2004) Incremental feature selection and \(l_1\) regularization for relaxed maximum-entropy modeling. In: Proceedings of the 2004 conference on empirical methods in natural language processing, EMNLP 2004, A meeting of SIGDAT, a Special Interest Group of the ACL, held in conjunction with ACL 2004, 25-26 July 2004, Barcelona, Spain. 8 pp
Zurück zum Zitat Rosso O, Blanco S, Yordanowa J, Kolev V, Figliola A, Schürmann M, Bacsar E (2001) Wavelet Entropy: A New Tool for Analysis of Short Duration Brain Electrical Signals. J. Neurosci. Methods 105:65–75CrossRef Rosso O, Blanco S, Yordanowa J, Kolev V, Figliola A, Schürmann M, Bacsar E (2001) Wavelet Entropy: A New Tool for Analysis of Short Duration Brain Electrical Signals. J. Neurosci. Methods 105:65–75CrossRef
Zurück zum Zitat Ruggeri T (2008) The Entropy Principle from Continuum Mechanics to Hyperbolic Systems of Balance Laws: The Modern Theory of Extended Thermodynamics. Entropy 10:319–333CrossRef Ruggeri T (2008) The Entropy Principle from Continuum Mechanics to Hyperbolic Systems of Balance Laws: The Modern Theory of Extended Thermodynamics. Entropy 10:319–333CrossRef
Zurück zum Zitat Sello S (2003) Wavelet Entropy and the Multi-peaked Structure of Solar Cycle Maximum. New Astron. 8:105–117CrossRef Sello S (2003) Wavelet Entropy and the Multi-peaked Structure of Solar Cycle Maximum. New Astron. 8:105–117CrossRef
Zurück zum Zitat Telesca L, Lapenna V, Lovallo M (2004) Information Entropy Analysis of Seismicity of Umbria-Marche Region (Central Italy). Nat. Hazards Earth Syst. Sci. 4:691–695CrossRef Telesca L, Lapenna V, Lovallo M (2004) Information Entropy Analysis of Seismicity of Umbria-Marche Region (Central Italy). Nat. Hazards Earth Syst. Sci. 4:691–695CrossRef
Zurück zum Zitat Telesca L, Lovallo M, Molist JM, Moreno CL, Mendelez RA (2014) Using the Fisher-Shannon Method to Characterize Continuous Seismic Signal during Volcanic Eruptions: Application to 2011–2012 El Hierro (Canary Islands) Eruption. Terra Nova 26:425–429CrossRef Telesca L, Lovallo M, Molist JM, Moreno CL, Mendelez RA (2014) Using the Fisher-Shannon Method to Characterize Continuous Seismic Signal during Volcanic Eruptions: Application to 2011–2012 El Hierro (Canary Islands) Eruption. Terra Nova 26:425–429CrossRef
Zurück zum Zitat Tomczak JM, Gonczarek A (2015) Sparse hidden units activation in Restricted Boltzmann Machine. In: Selvaraj H et al (eds) Progress in systems engineering: proceedings of the twenty-third international conference on systems engineering, Advances in Intelligent Systems and Computing 1089. Springer, Berlin, pp 181–185. https://doi.org/10.1007/978-3-319-08422-0_27 CrossRef Tomczak JM, Gonczarek A (2015) Sparse hidden units activation in Restricted Boltzmann Machine. In: Selvaraj H et al (eds) Progress in systems engineering: proceedings of the twenty-third international conference on systems engineering, Advances in Intelligent Systems and Computing 1089. Springer, Berlin, pp 181–185. https://​doi.​org/​10.​1007/​978-3-319-08422-0_​27 CrossRef
Zurück zum Zitat Vazquez PP, Feixas M, Sbert M, Heidrich W (2001) Viewpoint selection using viewpoint entropy, Stuttgart, Germany Vazquez PP, Feixas M, Sbert M, Heidrich W (2001) Viewpoint selection using viewpoint entropy, Stuttgart, Germany
Zurück zum Zitat Wang B, Chen LL, Cheng J (2018) New result on maximum entropy threshold image segmentation based on P system. Optik 163:81–85CrossRef Wang B, Chen LL, Cheng J (2018) New result on maximum entropy threshold image segmentation based on P system. Optik 163:81–85CrossRef
Zurück zum Zitat Williams DM (2019) An analysis of discontinuous Galerkinmethods for the compressible Euler equations: entropy and \(L_2\) stability. Numer Math 141:1079–1120MathSciNetCrossRef Williams DM (2019) An analysis of discontinuous Galerkinmethods for the compressible Euler equations: entropy and \(L_2\) stability. Numer Math 141:1079–1120MathSciNetCrossRef
Zurück zum Zitat Xu L, Lee TY, Shen HW (2011) An Information-Theoretic Framework for Flow Visualization. IEEE Transactions on Visualization and Computer Graphics 16(6):1216–1224 Xu L, Lee TY, Shen HW (2011) An Information-Theoretic Framework for Flow Visualization. IEEE Transactions on Visualization and Computer Graphics 16(6):1216–1224
Metadaten
Titel
Toward recursive spherical harmonics issued bi-filters: Part II: an associated spherical harmonics entropy for optimal modeling
verfasst von
Malika Jallouli
Wafa Bel Hadj Khélifa
Anouar Ben Mabrouk
Mohamed Ali Mahjoub
Publikationsdatum
13.08.2019
Verlag
Springer Berlin Heidelberg
Erschienen in
Soft Computing / Ausgabe 7/2020
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-019-04274-y

Weitere Artikel der Ausgabe 7/2020

Soft Computing 7/2020 Zur Ausgabe

Premium Partner