Skip to main content
Top

2014 | OriginalPaper | Chapter

Hyperspectral Document Imaging: Challenges and Perspectives

Authors : Zohaib Khan, Faisal Shafait, Ajmal Mian

Published in: Camera-Based Document Analysis and Recognition

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Hyperspectral imaging provides measurement of a scene in contiguous bands across the electromagnetic spectrum. It is an effective sensing technology having vast applications in agriculture, archeology, surveillance, medicine and forensics. Traditional document imaging has been centered around monochromatic or trichromatic (RGB) sensing often through a scanning device. Cameras have emerged in the last decade as an alternative to scanners for capturing document images. However, the focus has remained on mono-/tri-chromatic imaging. In this paper, we explore the new paradigm of hyperspectral imaging for document capture. We outline and discuss the key components of a hyperspectral document imaging system, which offers new challenges and perspectives. We discuss the issues of filter transmittance and spatial/spectral non-uniformity of the illumination and propose possible solutions via pre and post processing. As a sample application, the proposed imaging system is applied to the task of writing ink mismatch detection in documents on a newly collected database (UWA Writing Ink Hyperspectral Image Database http://​www.​csse.​uwa.​edu.​au/​%7Eajmal/​databases.​html). The results demonstrate the strength of hyperspectral imaging in capturing minute differences in spectra of different inks that are very hard to distinguish using traditional RGB imaging.

Dont have a licence yet? Then find out more about our products and how to get one now:

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 "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!

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!

Literature
1.
go back to reference Khan, Z., Shafait, F., Mian, A.: Hyperspectral imaging for ink mismatch detection. In: Proceedings of the International Conference on Document Analysis and Recognition (ICDAR) (2013) Khan, Z., Shafait, F., Mian, A.: Hyperspectral imaging for ink mismatch detection. In: Proceedings of the International Conference on Document Analysis and Recognition (ICDAR) (2013)
2.
go back to reference Shippert, P.: Introduction to hyperspectral image analysis. Online J. Space Commun. 3, 1–13 (2003) Shippert, P.: Introduction to hyperspectral image analysis. Online J. Space Commun. 3, 1–13 (2003)
3.
go back to reference Kise, M., Park, B., Heitschmidt, G.W., Lawrence, K.C., Windham, W.R.: Multispectral imaging system with interchangeable filter design. Comput. Electron. Agric. 72(2), 61–68 (2010)CrossRef Kise, M., Park, B., Heitschmidt, G.W., Lawrence, K.C., Windham, W.R.: Multispectral imaging system with interchangeable filter design. Comput. Electron. Agric. 72(2), 61–68 (2010)CrossRef
4.
go back to reference Gat, N.: Imaging spectroscopy using tunable filters: a review. In: AeroSense 2000, International Society for Optics and Photonics, pp. 50–64 (2000) Gat, N.: Imaging spectroscopy using tunable filters: a review. In: AeroSense 2000, International Society for Optics and Photonics, pp. 50–64 (2000)
5.
go back to reference Poger, S., Angelopoulou, E.: Multispectral sensors in computer vision. Technical Report CS-2001-3, Stevens Institute of Technology (2001) Poger, S., Angelopoulou, E.: Multispectral sensors in computer vision. Technical Report CS-2001-3, Stevens Institute of Technology (2001)
6.
go back to reference Fiorentin, P., Pedrotti, E., Scroccaro, A.: A multispectral imaging device for monitoring of colour in art works. In: Proceedings of the International Instrumentation and Measurement Technology Conference (I2MTC), pp. 356–360. IEEE (2009) Fiorentin, P., Pedrotti, E., Scroccaro, A.: A multispectral imaging device for monitoring of colour in art works. In: Proceedings of the International Instrumentation and Measurement Technology Conference (I2MTC), pp. 356–360. IEEE (2009)
7.
go back to reference Comelli, D., Valentini, G., Nevin, A., Farina, A., Toniolo, L., Cubeddu, R.: A portable UV-fluorescence multispectral imaging system for the analysis of painted surfaces. Rev. Sci. Instrum. 79(8), 086112 (2008)CrossRef Comelli, D., Valentini, G., Nevin, A., Farina, A., Toniolo, L., Cubeddu, R.: A portable UV-fluorescence multispectral imaging system for the analysis of painted surfaces. Rev. Sci. Instrum. 79(8), 086112 (2008)CrossRef
8.
go back to reference Du, H., Tong, X., Cao, X., Lin, S.: A prism-based system for multispectral video acquisition. In: Proceedings of the International Conference on Computer Vision (ICCV), pp. 175–182 (2009) Du, H., Tong, X., Cao, X., Lin, S.: A prism-based system for multispectral video acquisition. In: Proceedings of the International Conference on Computer Vision (ICCV), pp. 175–182 (2009)
9.
go back to reference Gorman, A., Fletcher-Holmes, D.W., Harvey, A.R., et al.: Generalization of the Lyot filter and its application to snapshot spectral imaging. Opt. Express 18(6), 5602–5608 (2010)CrossRef Gorman, A., Fletcher-Holmes, D.W., Harvey, A.R., et al.: Generalization of the Lyot filter and its application to snapshot spectral imaging. Opt. Express 18(6), 5602–5608 (2010)CrossRef
10.
go back to reference Burns, P.D., Berns, R.S.: Analysis of multispectral image capture. In: Proceedings of the 4th IS&T/SID Color Imaging Conference, pp. 19–22 (1996) Burns, P.D., Berns, R.S.: Analysis of multispectral image capture. In: Proceedings of the 4th IS&T/SID Color Imaging Conference, pp. 19–22 (1996)
11.
go back to reference Mohan, A., Raskar, R., Tumblin, J.: Agile spectrum imaging: programmable wavelength modulation for cameras and projectors. Comput. Graph. Forum 27(2), 709–717 (2008)CrossRef Mohan, A., Raskar, R., Tumblin, J.: Agile spectrum imaging: programmable wavelength modulation for cameras and projectors. Comput. Graph. Forum 27(2), 709–717 (2008)CrossRef
12.
go back to reference Descour, M., Dereniak, E.: Computed-tomography imaging spectrometer: experimental calibration and reconstruction results. Appl. Opt. 34(22), 4817–4826 (1995)CrossRef Descour, M., Dereniak, E.: Computed-tomography imaging spectrometer: experimental calibration and reconstruction results. Appl. Opt. 34(22), 4817–4826 (1995)CrossRef
13.
go back to reference Joo Kim, S., Deng, F., Brown, M.S.: Visual enhancement of old documents with hyperspectral imaging. Pattern Recogn. 44(7), 1461–1469 (2011)CrossRef Joo Kim, S., Deng, F., Brown, M.S.: Visual enhancement of old documents with hyperspectral imaging. Pattern Recogn. 44(7), 1461–1469 (2011)CrossRef
14.
go back to reference Van De Weijer, J., Gevers, T., Gijsenij, A.: Edge-based color constancy. IEEE Trans. Image Process. 16(9), 2207–2214 (2007)CrossRefMathSciNet Van De Weijer, J., Gevers, T., Gijsenij, A.: Edge-based color constancy. IEEE Trans. Image Process. 16(9), 2207–2214 (2007)CrossRefMathSciNet
15.
16.
go back to reference Land, E.: The retinex theory of color vision. Science Center, Harvard University (1974) Land, E.: The retinex theory of color vision. Science Center, Harvard University (1974)
17.
go back to reference Finlayson, G., Trezzi, E.: Shades of gray and colour constancy. In: Twelfth Color Imaging Conference: Color Science and Engineering Systems, Technologies, and Applications, pp. 37–41 (2004) Finlayson, G., Trezzi, E.: Shades of gray and colour constancy. In: Twelfth Color Imaging Conference: Color Science and Engineering Systems, Technologies, and Applications, pp. 37–41 (2004)
18.
go back to reference Shafait, F., Keysers, D., Breuel, T.M.: Efficient implementation of local adaptive thresholding techniques using integral images. In: Document Recognition and Retrieval XV, pp. 681510–681510-6 (2008) Shafait, F., Keysers, D., Breuel, T.M.: Efficient implementation of local adaptive thresholding techniques using integral images. In: Document Recognition and Retrieval XV, pp. 681510–681510-6 (2008)
Metadata
Title
Hyperspectral Document Imaging: Challenges and Perspectives
Authors
Zohaib Khan
Faisal Shafait
Ajmal Mian
Copyright Year
2014
DOI
https://doi.org/10.1007/978-3-319-05167-3_12

Premium Partner