Jussi Parkkinen, PhD
Professor
University of Joensuu
Department of Computer Science

List of Publications:

Articles in scientific journals and book chapters:

95. Rahaman G.M.A., Jussi Parkkinen J. and Hauta-Kasari M.: A Novel Approach to Using Spectral Imaging to Classify Dyes in Colored Fibers. Sensors, vol. 20, no.16. doi:10.3390/s20164379

94. Lensu L., Frydrych M., Parkkinen J., Parkkinen S. and Jaaskelainen T.: Color-Sensitive Biosensors for Imaging Applications. In Knopf G.K. and Bassi A.S.: Smart Biosensor Technology (2nd Ed.), CRC Press, Boca Raton, FL, U.S.A., 2019.

93. Tang S.J.W., Kalavally V., Ng K.Y., Tan C.P. and Parkkinen J.: Real-Time Colosed-Loop Color Control of a Multi-Channel Luminaire Using Sensors Onboard a Mobile Device. IEEE Access, vol. 6, pp. 54751-54759, 2018. http://doi.org/10.1109/ACCESS.2018.2872320

92. Torkamani-Azar, F. and Parkkinen J.: Image quality assessment using block-based weighted SVD. Journal of Signal, Image and Video Processing, Vol. 12, no. 7, pp. 1337-1344, 2018. https://doi.org/10.1007/s11760-018-1287-8

91. Amirshahi S.H.. Parkkinen J. and Afzali B.: Preservation of spectral color information under different light sources. Optik, Vol. 135, pp. 271-280, 2017.

90. Tang S., Kalavally V., Ng K.Y., Parkkinen J.: Development of a prototype smart home intelligent lighting control architecture using sensors onboard a mobile computing system. Energy and Buildings, Vol. 138, pp. 368-376, 2017.

89. Khorasanizadeh H., Honarpour A., Park M. S.-A., Parkkinen J. and Parthiban R.: Adoption factors of cleaner production technology in a developing country: energy efficient lighting in Malaysia. Journal of Cleaner Production, vol. 131, pp. 97-106, 2016. http://dx.doi.org/10.1016/j.jclepro.2016.05.070

88. Chew I., Kalavally V., Chee Pin Tan and Parkkinen J.: A Spectrally-Tunable Smart LED Lighting System with Closed-Loop Control. IEEE Sensors Journal, vol. 16, no 11, pp. 4452-4459, 2016. http://dx.doi.org/10.1109/JSEN.2016.2542265

87. Chew I., Kalavally V., Naing Win Oo and Parkkinen J.: Design of an energy-saving controller for an intelligent LED lighting system. Energy and Buildings, vol. 120, pp. 1-9, 2016. http://dx.doi.org/10.1016/j.enbuild.2016.03.041

86. Siti Khairuni Amalina Kamarol, Mohamed Hisham Jaward, Jussi Parkkinen, Rajedran Parthiban: Spatio-Temporal Feature Extraction for Facial Expression Recognition. IET Image Processing, vol. 10, no. 7, pp. 534-541, 2016. http://dx.doi.org/10.1049/iet-ipr.2015.0519

85. Khorasanizadeh H., Parkkinen J., Parthiban R. and Moore J. D. : Energy and Economic Benefits of LED Adoption in Malaysia. Renewable and Sustainable Energy Reviews, vol. 49, pp. 629-637, 2015.

84. Parkkinen J., Laamanen H., Hauta-Kasari M. Subspace approach in spectral color science. In Bingham E., Kaski S., Laaksonen J., Lampinen J. (eds), Advances in Independent Component Analysis and Learning Machines. pp. 211-221, 2015.

83. Khorasanizadeh H., Parkkinen J. and Parthiban R.: Adoption of Energy Efficient New Technologies from the Point of View of Malaysian Experts and Consumers: A Qualitative Analysis. Journal of Clean Energy Technologies, vol. 3, no. 3, pp. 236-241, 2015.

82. Shyu M. James and Parkkinen J.: Fundamentals of Color. In Fernandez-Maloigne C. (Ed.): Advanced Color Image Processing and Analysis, Springer Verlag, Heidelberg, 2013. pp. 1 - 18.

81. Pant P., Mutanen J., Mankki A., Hauta-Kasari M. and Parkkinen J.: Spectral analysis and classification of dirt particles in pulp. Nordic Pulp & Paper Research Journal, vol 27, no. 3, 2012, pp. 577 - 589.

80. Orava J., Parkkinen J., Hauta-Kasari M., Hyvonen P. and von Wright A.: Temporal clustering of minced meat by RGB- and spectral imaging. Journal of Food Engineering, vol. 112, No. 1-2, 2012, pp. 112-116.

79. Heikkinen V., Korpela I., Tokola T., Honkavaara E., and Parkkinen J.: An SVM Calssification of Tree Species Radiometric Signatures Based on the Leica ADS40 Sensor. IEEE Transactions on Geoscience and Remote Sensing, vol. 49, no. 11, 2011, pp. 4539 - 4551.

78. Koirala P., Pant P., Hauta-Kasari M., and Parkkinen J.: Highlight detection and removal from spectral image. Journal of the Optical Society of America A, vol. 28, no. 11, 2011, pp. 2284-2291.

77. Jetsu T., Essiarad Y., Heikkinen V., Jaaskelainen T., and Parkkinen J.: Color Classification using color vision models. Color Research and Applications, Vol. 36, Iss. 4, pp. 266-271, 2011.

76. Orava J., Jaaskelainen T., and Parkkinen J.: Large Gamut Backlight for an LCD with Four Primaries. Journal of Display Technology, vol. 6, no. 5, 2010, pp. 170 - 177.

75. Heikkinen, V., Tokola, T., Parkkinen, J., Korpela, I. and Jaaskelainen, T.: Simulated Multispectral Imagery for Tree Species Classification Using Support Vector Machines. IEEE Transactions on Geoscience and Remote Sensing, Vol. 48, Iss. 3, part 2, pp. 1355-1364, MAR 2010

74. Miyata K., Andriyashin A., Jääskeläinen T., Hauta-Kasari M. and Parkkinen J.: Application of Spectral Information for Investigation of Cultural Properties II. Journal of the Society of Photographic Science and Technology of Japan, vol. 72, no.2, pp. 120 - 128, 2009. (in Japanese)

73. Lensu L., Parkkinen S., and Parkkinen J.: Biosensors, Color Sensitive. In: Flickinger M.C.: Encyclopedia of Industrial Biotechnology: Bioprocess, Bioseparation, and Cell Technology. Jonh Wiley & Sons, 2009.

72. Ukishima M., Kaneko H., Nakaguchi T., Tsumura N., Hauta-Kasari M., Parkkinen J., and Miyake Y.: A Simple Method to Measure MTF of Paper and its Application for Dot Gain Analysis. IEICE Transactions on Fundamentals of Electronics, Communications, and Computer Sciences, vol. E92-A, no. 12, 2009, pp. 3328-3335.

71. Ryhanen T., Hyttinen J.M.T., Kopitz J., Rilla K., Kuusisto E., Mannermaa E., Viiri J., Holmberg C.I., Immonen I., Meri S., Parkkinen J., Eskelinen E-L., Uusitalo H., Salminen A., Kaarniranta K.: Crosstalk between Hsp70 molecular chaperone, lysosomes and proteasomes in autophagy-mediated proteolysis in human retinal pigment epithelial cells. Journal of Cellular and Molecular Medicine, Vol. 13, No. 9B, Sep 2009, pp. 3616-3631.

70. Lehtonen J., Parkkinen J., Hauta-Kasari M. and Jaaskelainen T.: Optimal Sampling and Principal Component Selections for Spectral Image Browsing. Journal of Imaging Science and Technology, vol. 53, no. 6, Nov/Dec 2009, pp. 060503-1-10.

69. Lehtonen J., Parkkinen J., Jaaskelainen T., and Kamshilin A.: Principal component and sampling analysis of color spectra. Optical Review, Vol. 16, No. 2, March 2009, pp. 81-90.

68. Jetsu T., Heikkinen V., Pogosova A., Jaaskelainen T. and Parkkinen J.: Comparison of Color Vision Models Based on Spectral Color Representation. Color research application, Vol. 34, No. 5, October 2009, pp. 341-350.

67. Miyata K., Laamanen H., Jaaskelainen T., Hauta-Kasari M., Parkkinen J.: Application of Spectral Information for Investigation of Cultural Properties - A Detection Method of Metameric Color Areas. Journal of the Society of Photographic Science and Technology of Japan, vol. 71, no. 4, pp. 276-286, 2008. (in Japanese)

66. Orava J., Heikkila N., Jaaskelainen T. and Parkkinen J.: Diffractive parameric colors. Journal of the Optical Society of America, JOSA A: Optics, Image Science, and Vision, Vol. 25, issue 12, December 2008, pp. 2901-2907.

65. Heikkinen V., Lenz R., Jetsu T., Parkkinen J., Hauta-Kasari M., and Jaaskelainen T.: Evaluation and unification of some methods for estimating reflectance spectra from RGB images. Journal of Optical Society of America A, Vol. 25 Issue 10, 2008, pp.2444-2458.

64. Li Hongyu, Botchko Vladimir, Jaaskelainen Timo, Parkkinen Jussi, and Shen I-fan: Kernel-based spectral color image segmentation. Journal of Optical Society of America A, Vol. 25, Iss. 11, 2008, pp. 2805-2816.

63. Kaarna A., Krasavin K., Parkkinen J., Jaaskelainen T., van Schyndel R.: Watermarking Spectral Images with Three-Dimensional Wavelet Transform Subject to Various Illumination Conditions. Journal of Imaging Science and Technology, Vol. 52, no. 3, 2008, pp. 030502:1-18.

62. Laamanen H., Jetsu T., Jaaskelainen T. and Parkkinen J.: Weighted compression of spectral color information. Journal of Optical Society America A, vol. 25, no. 6, 2008, pp. 1383-1388.

61. Kohonen O., Hauta-Kasari M., Parkkinen J. and Jaaskelainen T.: Effect of Illuminant Changes on Spectral Image Queries. Journal of Imaging Science and Technology, vol. 52, no. 2, 2008, pp. 020601:1-7.

60. Bochko V., Miyake Y. and Parkkinen J.: The Learning-Based Principal Component Analysis Technique in Low Resolution and High Resolution Spectral Images. Journal of Imaging Science and Technology, vol. 52, no. 3, 2008, pp. 030504:1-8.

59. Makinen M., Happonen J., Sahivirta J., Hartus T., Paltakari J., Jaaskelainen T. and Parkkinen J.: Colour Difference Model for Estimating Print-Through. Journal of Pulp and Paper Science, Vol. 33, Iss. 1, 2007, pp.35-43.

58. Martinkauppi B., Doronina E., Piironen J., Jaaskelainen T. and Parkkinen J.: Novel system for semiautomatic image segmentation of arctic charr. Journal of Electronic Imaging, vol. 16, no. 3, 2007, pp. 033012:1-8.

57. Heikkinen V., Jetsu T., Parkkinen J., Hauta-Kasari M., Jaaskelainen T. and Lee S.: Regularized learning framework in the estimation of reflectance spectra from camera responses. Journal of the Optical Society of America A, Vol. 24, no. 9, 2007, pp. 2673-2683.

56. Lensu L., Frydrych M., Parkkinen J., Parkkinen S. and Jaaskelainen T.: Color-Sensitive Biosensors for Imaging Applications. In: Knopf G.K., Bassi A.S. (Eds.): Smart Biosensor Technology, CRC Press, Boca Raton, FL, USA, 2007.

55. Fauch L., Nippolainen E., Kamshilin A., Hauta-Kasari M., Parkkinen J. and Jaaskelainen T.: Optical Implementation of Precise Color Classification Using Computer Controlled Set of Light Emitting Diodes. Optical Review, vol. 14, no. 4, 2007, pp. 243-245.

54. Makinen O., Jaaskelainen T. and Parkkinen J.: Improving optical properties of printing papers with dyes: A theoretical study. Nordic Pulp and Paper Research Journal, vol. 22, no. 2, 2007, pp.236-243.

53. Hauta-Kasari M., Lehtonen J., Parkkinen J., and Jaaskelainen T.: Image Format for Spectral Image Browsing. The Journal of Imaging Science and Technology, vol. 50, no. 6, Nov/Dec 2006, pp. 572-582.

52. Lehtonen J., Parkkinen J. and Jaaskelainen T.: Optimal sampling of color spectra. Journal of the Optical Society of America A, vol. 23, no. 12, 2006.

51. Krasavin K., Parkkinen J. and Jaaskelainen T.: Visual quality of watermarking for mobile devices. Journal of the Society for Information Display vol. 14, no.6, 2006, pp. 575-580.

50. Kohonen O., Parkkinen J. and Jaaskelainen T.: Databases for spectral color science. Color Research and Application, vol. 31, no. 5, 2006, pp. 381-390.

49. Bochko V. and Parkkinen J.: A Spectral Color Analysis and Colorization Technique. IEEE Computer Graphics and Applications, vol. 26, no. 5, 2006, pp. 74- 82.

48. Ronkko T., Tervo A.J., Parkkinen J., Poso A.: BRUTUS: Optimization of a grid-based similarity function for rigid-body molecular superposition. II. Description and characterization. Journal of Computer-aided Molecular Design, vol. 20, no. 4, 2006, pp. 227-236.

47. Laamanen H., Jaaskelainen T., and Parkkinen J.: Conversion between the reflectance spectra and the Munsell notations. Color Research and Applications, vol. 31, no. 1, 2006, pp. 57-66.

46. Jetsu T., Hertzog P., Jaaskelainen T., and Parkkinen J.: Standardization of Spectral Image Formats. Pattern Recognition and Image Analysis, vol.15, no.3, 2005, pp. 618-620.

45. Kohonen O., Jaaskelainen T., Hauta-Kasari M., Parkkinen J. and Miyazawa, K.: Organizing Spectral Image Database Using Self-Organizing Maps. The Journal of Imaging Science and Technology, vol.49, no.4, July/August 2005, pp. 431-441.

44. Mäkinen M., Parkkinen J., and Jaaskelainen T.: Generalized opacity based on CIELAB colour coordinates and the CIE94 colour difference formula. Journal of Pulp and Paper Science, vol.31, no.1, January-March 2005, pp. 61-67.

43. Mutanen J., Jaaskelainen T., and Parkkinen J.: Thermochromism of fluorescent colors. Color Research and Application, vol.30, no.3, June 2005, pp. 163-171.

42. Botchko V. and Parkkinen J.: Highlight analysis using a mixture model of probablistic PCA. WSEAS transactions on Systems, vol.4, no.1, Jan 2005, pp. 55-59.

41. Orava, J., Jaaskelainen, T. and Parkkinen, J.: Color errors of digital cameras. Color Research and Applications, vol.29, no.3, June 2004, pp. 217-221.

40. Lensu, L., Frydrych, M., Parkkinen, J., Parkkinen, S. and Jaaskelainen, T.: Photoelectric properties of bacteriorhodopsin analogs for color-sensitive optoelectronic device. Optical Materials, Volume 27, Issue 1, October 2004, pp. 57-62.

39. Toivanen, P., Ansamäki, J., Parkkinen, J. and Mielikäinen, J.: Edge detection in multispectral images using the self-organizing map. Pattern Recognition Letters, vol. 24, no.16, 2003, pp. 2987-2994.

38. Koponen, P., Kälviäinen, H. and Parkkinen, J.: Spectral Video. Pattern Recognition and Image Analysis, vol. 13 no. 3, 2003, pp. 409-416.

37. Lensu L., Parkkinen J., Parkkinen S., Frydrych M., and Jaaskelainen T.: Photoelectrical properties of protein-based optoelectronic sensor. Optical Materials, Vol. 21, No. 4, Feb 2003, pp. 783-788.

36. Kaarna A., Parkkinen J.: Quality Metric for Multispectral Image Compression. Journal of the Imaging Society of Japan, vol. 41, no. 4, 2002, pp.379-391.

35. Hiltunen J., Silfsten P., Jaaskelainen T., and Parkkinen J.P.S.: A qualitative description of thermochromism in color measurements. Color Research and Applications, Volume 27, Issue 4, 2002. pp. 271 - 275.

34. Vanhanen J., Parkkinen S., Leppanen V. P., Jaaskelainen T., and Parkkinen J.P.S.: Grating Formation in 13-demethyl Bacteriorhodopsin Film. Optical Review, vol. 8, no. 5, 2001, pp. 368-372.

33. Kaarna A. and Parkkinen J.: Tansform Based Lossy Compression of Multispectral Images. Pattern Analysis & Applications, vol. 4, no. 1, 2001, pp 39-50.

32. Kukkonen S., Kälviäinen H., and Parkkinen J.: Color features for quality control in ceramic tile industry. Optical Engineering, vol. 40, no. 2, Feb 2001, pp. 170-177.

31. Vanhanen J., Leppänen V.P., Jaaskelainen T., Parkkinen S., and Parkkinen J.P.S.: Optical anisotropy in photoactive yellow protein film. Optics Communications, vol. 187, no. 1-3, Jan 2001, pp. 283-288.

30. Botchko V., Nakauchi S., Parkkinen J., and Kälviäinen H.: Multispectral texture derivation in virtual coloring. In M. Pietikäinen (Ed.) Texture Analysis in Machine Vision, World Scientific Publishing Co., Singapore, 2000.

29. Kaarna A., Zemcik P., Kälviäinen H., and Parkkinen J.: Compression of Multispectral Remote Sensing Images Using Clustering and Spectral Reduction. IEEE Transactions on Geoscience and Remote Sensing, vol. 38, no. 2, March 2000, pp. 1073-1082.

28. Frydrych M., Silfsten P., Parkkinen S., Parkkinen J., and Jaaskelainen T.: Color sensitive retina based on bacteriorhodopsin. BioSystems, vol. 54, no. 3, 2000, pp. 131-140.

27. Nakauchi S., Silfsten P., Parkkinen J., and Usui S.: A computational theory of color transparency: Recovery of spectral properties for overlapping surfaces. Journal of the Optical Society of America A, vol. 16, no. 11, 1999, pp. 2612-2624.

26. Hauta-Kasari M., Miyazawa K., Toyooka S., and Parkkinen J.: Spectral Vision System for Measuring Color Images. Journal of the Optical Society of America A, vol. 16, no. 10, 1999, pp. 2352-2362.

25. Vanhanen J., Leppanen V.P., Jaaskelainen T., Parkkinen S., Parkkinen J.P.S.: Nonlinear transmittance of the 4-keto bacteriorhodopsin. Optical Materials, 12, 1999, pp. 473-480.

24. Hauta-Kasari M., Parkkinen J., Jaaskelainen T., and Lenz R.: Multispectral Texture Segmentation Based on the Spectral Cooccurrence Matrix. Pattern Analysis and Applications, vol. 2, no. 4, 1999, pp. 275-284.

23. Leppanen V.P., Haring T., Jaaskelainen T., Vartiainen E., Parkkinen S., and Parkkinen J.P.S.: The intensity dependent refractive index change of photochromic proteins. Optics Communications, 163, 1999, pp. 189-192.

22. Toivanen P., Vepsäläinen A. and Parkkinen J.: Image compression using the distance transform on curved space (DTOCS) and Delanay triangulation. Pattern Recognition Letters, vol. 20, no. 10, 1999, pp. 1015-1026.

21. Vanhanen J., Leppanen V.P., Haring T., Kettunen V., Jaaskelainen T., Parkkinen S., Parkkinen J.P.S.: Nonlinear refractive index change of photoactive yellow protein. Optics Communications, 155, 1998, pp. 327-331.

20. Vanhanen J., Leppanen V.P., Jaaskelainen T., Parkkinen S., and Parkkinen J.P.S.: Photochromic properties of photoactive yellow protein. Optics Communications, 153, 1998, pp.289-294.

19. Mantere K., Parkkinen J. and Jaaskelainen T.: Simulation of white-light adaptation characteristics using nonlinear neural Principal Component Analysis. Journal of Optical Society of America A, 14, no. 9, 1997, pp. 2049-2056.

18. Khodonov A.A., Demina O.V., Khitrina L.V., Kaulen A.D., Silfsten P., Parkkinen S., Parkkinen J. and Jaaskelainen T.: Modified bacteriorhodopsins as a basis for new optical devices. Sensors and Actuators B, 38-39, 1997, pp. 218-221.

17. Keinonen T., Riihola P., Leppanen V.P., Parkkinen J. and Jaaskelainen T.: Phase conjugation in color additive doped PVA films. Optical Materials, 7, 1997, pp. 95-101.

16. Jaaskelainen T., Leppanen V.P., Parkkinen S., Parkkinen J.P.S. and Khodonov A.: The photochromic properties of 4-keto bacteriorhodopsin. Optical Materials, 6, 1996, pp. 339-345.

15. Lenz R., Österberg M., Hiltunen J., Jaaskelainen T. and Parkkinen J.: Unsupervised filtering of color spectra. Journal of the Optical Society of America A, 13, no. 7, 1996, pp. 1315-1324.

14. Mantere K., Parkkinen J., Mantyjarvi M. and Jaaskelainen T.: Eigenvector interpretation of the Farnsworth-Munsell 100-hue test. Journal of the Optical Society of America A, 12, no.10, 1995, pp. 2237-2243.

13. Silvennoinen R., Jaaskelainen T., Nygren K., Hiltunen J. and Parkkinen J.:Temporal, spatial and environmental characteristics of pine reflectance spectra. Environmental Science and Technology, 29, no.6, 1995, pp.1456-1459.

12. Jaaskelainen T., Silvennoinen R., Hiltunen J., and Parkkinen J.P.S.: Classification of reflectance spectra of pine, spruce and birch. Applied Optics, 33, no. 12, 1994, pp. 2356-2362.

11. Mantere K., Parkkinen J., Jaaskelainen T., and Gupta M.M.: Wilson-Cowan neural network model in image processing. Journal of Mathematical Imaging and Vision. 2, 1992, pp. 251-259.

10. Andreasen N.C., Cohen G., Harris G., Cizadlo T., Parkkinen J., Rezai K., and Swayze V.W.: Image processing for the study of brain structure and function: problems and programs. The Journal of Neuropsychiatry and Clinical Neurosciences. 4, 1992, pp. 125-133.

9. Jaaskelainen T., Parkkinen J. and Toyooka S.: A vector-subspace model for color representation. Journal of the Optical Society of America A, 7, 1990, pp. 725-730.

8. Parkkinen J., Selkainaho K. and Oja E.: Detecting texture periodicity from the cooccurrence matrix. Pattern Recognition Letters, 11, 1990, pp.43-50.

7. Oja E., Parkkinen J., Selkainaho K. and Karki T.: Regularity Measurement Classification and Segmentation of Textures. From the Pixels to the Features, J.C.Simon (Ed.), North_Holland, Amsterdam, 1989, pp. 207-218.

6. Parkkinen J.P.S., Hallikainen J. and Jaaskelainen T.: Characteristic spectra of Munsell colors. Journal of the Optical Society of America A, 6, no. 2, 1989, pp. 318-322.

5. Hallikainen J., Parkkinen J. and Jaaskelainen T.: An acoustooptic color spectrometer. Review of Scientific Instruments, 59, no. 1, 1988, pp 81-83.

4. Parkkinen J. and Jaaskelainen T.: Color representation using statistical pattern recognition. Applied Optics, 26, no. 19, 1987, pp 4240-4245.

3. Oja E. and Parkkinen J.: Texture subspaces. In: Pattern Recognition Theory and Applications, P.A. Devijver and J. Kittler (Eds.), Springer Verlag, Berlin, 1987, pp. 21-33.

2. Parkkinen J.P.S., Jaaskelainen T. and Oja E.: Pattern recognition approach to color measurement and discrimination. Acta Polytechnica Scandinavica, Appl. Phys. Series No. 149, Vol 1, 1985, pp. 171-174.

1. Parkkinen J.P.S. and Jaaskelainen T.: Nonsinusoidal absorption gratings in photographic materials. Optics Communications, 50, no.5, 1984, pp. 287-290.