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Peter Stefan Nussbaum

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Peter Stefan Nussbaum

Associate Professor
Department of Computer Science
Faculty of Information Technology and Electrical Engineering

peter.nussbaum@ntnu.no
+4761135198 +4795872815 Ametyst-bygget, A209, Gjøvik
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About Publications Teaching Outreach

About

Dr. Peter Nussbaum obtained his MSc in imaging science from the Colour & Imaging Institute, University of Derby, GB. He completed his PhD degree in imaging science in 2011 from the University of Oslo, Norway. Currently, he is an associate professor at NTNU, campus Gjøvik within the Faculty of Computer Science and Media Technology and Department of Computer Science.

He teaches courses and modules of digital image reproduction, colour management, colour vision, colour deficiency, colour science. He supervises numerous Bachelor, Masters and PhD students (5). He is also a member of The Norwegian Colour and Visual Computing Laboratory. His professional memberships include IS&T, TAGA, IARIGAI and IC.

Publications

  • Chronological
  • By category
  • See all publications in Cristin

2025

  • High, Gregory Paul; Nussbaum, Peter Stefan; Green, Philip John. (2025) Towards a Model of Color Reproduction Difference. Color Research and Application
    Academic article

2023

  • High, Gregory Paul; Nussbaum, Peter Stefan; Green, Philip John. (2023) Grey Balance in Cross Media Reproductions. Journal of Imaging Science and Technology
    Academic article
  • High, Gregory Paul; Nussbaum, Peter Stefan; Green, Philip John. (2023) Building a metric of color reproduction difference by combining multiple observers in a modular online experiment. Color Research and Application
    Academic article
  • Habib, Tanzima; Green, Philip John; Nussbaum, Peter Stefan. (2023) Spectral Estimation: Its Behaviour as a SAT and Implementation in Colour Management. Journal of Imaging Science and Technology
    Academic article
  • Habib, Tanzima; Green, Philip John; Nussbaum, Peter Stefan. (2023) An Appearance Reproduction Framework for Printed 3D Surfaces. Journal of Imaging Science and Technology
    Academic article
  • Vatine, Leo; Floor, Pål Anders; Pedersen, Marius; Nussbaum, Peter Stefan; Ahmad, Bilal; Hovde, Øistein. (2023) Enhancement of Colour Reproduction for Capsule Endoscopy Images. IEEE conference proceedings
    Academic chapter/article/Conference paper
  • High, Gregory Paul; Green, Philip John; Nussbaum, Peter Stefan. (2023) The Helmholtz-Kohlrausch effect on display-based light colors and simulated substrate colors. Color Research and Application
    Academic article

2022

  • Nussbaum, Peter. (2022) Modifisert metode for å teste fargesyn for å oppnå mer fullstendige og nøyaktige data for både observatører med nedsatt- og normal fargesyn. Regional Forskningsfondet Innlandet
    Popular scientific article
  • D, Deepthi; Melit Devassy, Binu; George, Sony; Nussbaum, Peter; Tessamma, Thomas. (2022) Classification of forensic hyperspectral paper data using hybrid spectral similarity algorithms. Journal of Chemometrics
    Academic article
  • Reiner, Eschbach; Nussbaum, Peter. (2022) Initial findings on changing the background in pseudo-isochromatic charts. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Nussbaum, Peter; Kresović, Milan; Green, Philip John. (2022) Non-standard colorimetry in ICC colour management. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article

2021

  • Conni, Michele; Deborah, Hilda; Nussbaum, Peter; Green, Philip John. (2021) Visual and data stationarity of texture images. Journal of Electronic Imaging (JEI)
    Academic article
  • Eschbach, Reiner; Nussbaum, Peter. (2021) Examining Spatial Attributes for Color Deficient Observers. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Gjærde, Kari Bjerke; Kvitle, Anne Kristin; Green, Philip John; Nussbaum, Peter. (2021) How accurate is an online test for colour vision deficiency?. Proceedings of the International Colour Association (AIC) Conference
    Academic article
  • High, Gregory Paul; Nussbaum, Peter; Green, Philip John. (2021) Estimating visual difference between reproduction gamuts: moving our pilot study from the lab to online delivery. The Society for Imaging Science and Technology
    Academic chapter/article/Conference paper
  • Habib, Syeda Tanzima; Green, Philip John; Nussbaum, Peter. (2021) Estimation of BRDF Measurements for Printed Colour Samples. Color and Imaging Conference (CIC)
    Academic article
  • Conni, Michele; Nussbaum, Peter; Green, Philip John. (2021) The effect of camera calibration on multichannel texture classification. Journal of Imaging Science and Technology
    Academic article

2020

  • Melit Devassy, Binu; George, Sony; Nussbaum, Peter. (2020) Unsupervised Clustering of Hyperspectral Paper Data Using t-SNE. Journal of Imaging
    Academic article
  • Habib, Syeda Tanzima; Green, Philip John; Nussbaum, Peter. (2020) BRDF rendering by interpolation of optimised model parameters. Color and Imaging Conference (CIC)
    Academic article
  • Green, Philip John; Nussbaum, Peter. (2020) Daltonization by spectral filtering. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Habib, Tanzima; Green, Philip John; Nussbaum, Peter. (2020) BRDF rendering by interpolation of optimised model parameters. Color and Imaging Conference (CIC)
    Academic article
  • Sole, Aditya Suneel; Guarnera, Giuseppe Claudio; Farup, Ivar; Nussbaum, Peter. (2020) Measurement and rendering of complex non-diffuse and goniochromatic packaging materials. The Visual Computer
    Academic article

2019

  • Sole, Aditya Suneel; Farup, Ivar; Nussbaum, Peter; Shoji, Tominaga. (2019) Evaluating an image-based bidirectional reflectance distribution function measurement setup: erratum. Applied Optics
    Errata
  • Midtfjord, Helene B.; Green, Philip John; Nussbaum, Peter. (2019) Perception of Vividness of Emissive Colours by Norwegian Observers. Steering committee of ACA 2019 Nagoya
    Academic anthology/Conference proceedings
  • Sole, Aditya Suneel; Farup, Ivar; Nussbaum, Peter; Tominaga, Shoji. (2019) Erratum: Evaluating an image-based bidirectional reflectance distribution function measurement setup (Applied Optics (2018) 57 (1918?1928) DOI: 10.1364/AO.57.001918). Applied Optics
    Errata
  • Midtfjord, Helene Benedicte; Green, Philip John; Nussbaum, Peter. (2019) Vividness as a Colour Appearance Attribute. Color and Imaging Conference (CIC)
    Academic article

2018

  • Janicek, Petr; Schutzova, Eliska; Panak, Ondrej; Sole, Aditya Suneel; Nussbaum, Peter. (2018) Measurement of bidirectional reflectance distribution function on custom-made gonio-spectrophotometer. Scientific Papers of the University of Pardubice : Series A
    Academic article
  • Sole, Aditya Suneel; Farup, Ivar; Nussbaum, Peter; Tominaga, Shoji. (2018) Evaluating an image-based bidirectional reflectance distribution function measurement setup. Applied Optics
    Academic article
  • Midtfjord, Helene B.; Green, Philip John; Nussbaum, Peter. (2018) A Model of Visual Opacity for Translucent Colorants. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Nussbaum, Peter; George, Sony. (2018) 2018 Colour and Visual Computing Symposium (CVCS); 19th and 20th September, 2018, Gjøvik, Norway. IEEE (Institute of Electrical and Electronics Engineers) IEEE (Institute of Electrical and Electronics Engineers)
    Academic anthology/Conference proceedings
  • Conni, Michele; Helene, Midtfjord; Nussbaum, Peter; Green, Philip John. (2018) Dependence of texture classification accuracy on spectral information. IEEE (Institute of Electrical and Electronics Engineers)
    Academic chapter/article/Conference paper
  • Kvitle, Anne Kristin; Oddløkken, Henrik; Green, Philip John; Nussbaum, Peter. (2018) Methods for psychophysical assessment of colour difference by observers with a colour vision deficiency. IEEE (Institute of Electrical and Electronics Engineers)
    Academic chapter/article/Conference paper
  • Sole, Aditya Suneel; Farup, Ivar; Nussbaum, Peter; Tominaga, Shoji. (2018) Bidirectional Reflectance Measurement and Reflection Model Fitting of Complex Materials Using an Image-Based Measurement Setup. Journal of Imaging
    Academic article

2017

  • Sole, Aditya Suneel; Farup, Ivar; Nussbaum, Peter. (2017) Evaluating an image based multi-angle measurement setup using different reflection models. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Slavuj, Radovan; Coppel, Ludovic Gustafsson; Ciortan, Irina Mihaela; Nussbaum, Peter; Hardeberg, Jon Yngve. (2017) Print quality and color accuracy of spectral and colorimetric reproduction. Journal of Print and Media Technology Research
    Academic article
  • High, Gregory Paul; Green, Philip John; Nussbaum, Peter. (2017) Content-dependent adaptation in a soft proof matching experiment. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article

2016

  • Kvitle, Anne Kristin; Pedersen, Marius; Nussbaum, Peter. (2016) Quality of color coding in maps for color deficient observers. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Green, Philip John; Nussbaum, Peter. (2016) Colour vision deficiency transforms using ICC profiles. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article

2015

  • Kvitle, Anne Kristin; Green, Phil; Nussbaum, Peter Stefan. (2015) Adaptive colour rendering of maps for users with colour vision deficiencies. SPIE - The International Society for Optics and Photonics
    Academic chapter/article/Conference paper

2013

  • Cisarova, Milena; Pedersen, Marius; Nussbaum, Peter Stefan; Gaykema, Frans; Nemec, Peter. (2013) Verification of proposed ISO methods to measure resolution capabilities of printing systems. SPIE - The International Society for Optics and Photonics
    Academic chapter/article/Conference paper
  • Matusiak, Barbara; Anter, Karin Fridell; Nussbaum, Peter Stefan; Angelo, Kine; Sole, Aditya Suneel. (2013) Colour shift: perceived and measured. The International Colour Association
    Academic chapter/article/Conference paper

2012

  • Nussbaum, Peter Stefan; Hardeberg, Jon Yngve. (2012) Print quality evaluation and applied colour management in coldset offset newspaper print. Color Research and Application
    Academic article

2011

  • Nussbaum, Peter Stefan; Hardeberg, Jon Yngve; Albregtsen, Fritz. (2011) Regression based characterization of color measurement instruments in printing applications. Proceedings of SPIE, the International Society for Optical Engineering
    Academic article
  • Nussbaum, Peter Stefan; Sole, Aditya Suneel; Hardeberg, Jon Yngve. (2011) Analysis of color measurement uncertainty in a color managed printing workflow. Journal of Print and Media Technology Research
    Academic article
  • Nussbaum, Peter Stefan. (2011) Colour Measurement and Print Quality Assessment in a Colour Managed Printing Workflow. Series of dissertations submitted to the Faculty of Mathematics and Natural Sciences, University of Oslo. (?)
    Doctoral dissertation

2007

  • Hardeberg, Jon Yngve; Nussbaum, Peter; Pedersen, Marius. (2007) Proceedings from Gjøvik Color Imaging Symposium 2007 . Høgskolen i Gjøviks rapportserie (2007)
    Report

Journal publications

  • High, Gregory Paul; Nussbaum, Peter Stefan; Green, Philip John. (2025) Towards a Model of Color Reproduction Difference. Color Research and Application
    Academic article
  • High, Gregory Paul; Nussbaum, Peter Stefan; Green, Philip John. (2023) Grey Balance in Cross Media Reproductions. Journal of Imaging Science and Technology
    Academic article
  • High, Gregory Paul; Nussbaum, Peter Stefan; Green, Philip John. (2023) Building a metric of color reproduction difference by combining multiple observers in a modular online experiment. Color Research and Application
    Academic article
  • Habib, Tanzima; Green, Philip John; Nussbaum, Peter Stefan. (2023) Spectral Estimation: Its Behaviour as a SAT and Implementation in Colour Management. Journal of Imaging Science and Technology
    Academic article
  • Habib, Tanzima; Green, Philip John; Nussbaum, Peter Stefan. (2023) An Appearance Reproduction Framework for Printed 3D Surfaces. Journal of Imaging Science and Technology
    Academic article
  • High, Gregory Paul; Green, Philip John; Nussbaum, Peter Stefan. (2023) The Helmholtz-Kohlrausch effect on display-based light colors and simulated substrate colors. Color Research and Application
    Academic article
  • Nussbaum, Peter. (2022) Modifisert metode for å teste fargesyn for å oppnå mer fullstendige og nøyaktige data for både observatører med nedsatt- og normal fargesyn. Regional Forskningsfondet Innlandet
    Popular scientific article
  • D, Deepthi; Melit Devassy, Binu; George, Sony; Nussbaum, Peter; Tessamma, Thomas. (2022) Classification of forensic hyperspectral paper data using hybrid spectral similarity algorithms. Journal of Chemometrics
    Academic article
  • Reiner, Eschbach; Nussbaum, Peter. (2022) Initial findings on changing the background in pseudo-isochromatic charts. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Nussbaum, Peter; Kresović, Milan; Green, Philip John. (2022) Non-standard colorimetry in ICC colour management. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Conni, Michele; Deborah, Hilda; Nussbaum, Peter; Green, Philip John. (2021) Visual and data stationarity of texture images. Journal of Electronic Imaging (JEI)
    Academic article
  • Eschbach, Reiner; Nussbaum, Peter. (2021) Examining Spatial Attributes for Color Deficient Observers. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Gjærde, Kari Bjerke; Kvitle, Anne Kristin; Green, Philip John; Nussbaum, Peter. (2021) How accurate is an online test for colour vision deficiency?. Proceedings of the International Colour Association (AIC) Conference
    Academic article
  • Habib, Syeda Tanzima; Green, Philip John; Nussbaum, Peter. (2021) Estimation of BRDF Measurements for Printed Colour Samples. Color and Imaging Conference (CIC)
    Academic article
  • Conni, Michele; Nussbaum, Peter; Green, Philip John. (2021) The effect of camera calibration on multichannel texture classification. Journal of Imaging Science and Technology
    Academic article
  • Melit Devassy, Binu; George, Sony; Nussbaum, Peter. (2020) Unsupervised Clustering of Hyperspectral Paper Data Using t-SNE. Journal of Imaging
    Academic article
  • Habib, Syeda Tanzima; Green, Philip John; Nussbaum, Peter. (2020) BRDF rendering by interpolation of optimised model parameters. Color and Imaging Conference (CIC)
    Academic article
  • Green, Philip John; Nussbaum, Peter. (2020) Daltonization by spectral filtering. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Habib, Tanzima; Green, Philip John; Nussbaum, Peter. (2020) BRDF rendering by interpolation of optimised model parameters. Color and Imaging Conference (CIC)
    Academic article
  • Sole, Aditya Suneel; Guarnera, Giuseppe Claudio; Farup, Ivar; Nussbaum, Peter. (2020) Measurement and rendering of complex non-diffuse and goniochromatic packaging materials. The Visual Computer
    Academic article
  • Sole, Aditya Suneel; Farup, Ivar; Nussbaum, Peter; Shoji, Tominaga. (2019) Evaluating an image-based bidirectional reflectance distribution function measurement setup: erratum. Applied Optics
    Errata
  • Sole, Aditya Suneel; Farup, Ivar; Nussbaum, Peter; Tominaga, Shoji. (2019) Erratum: Evaluating an image-based bidirectional reflectance distribution function measurement setup (Applied Optics (2018) 57 (1918?1928) DOI: 10.1364/AO.57.001918). Applied Optics
    Errata
  • Midtfjord, Helene Benedicte; Green, Philip John; Nussbaum, Peter. (2019) Vividness as a Colour Appearance Attribute. Color and Imaging Conference (CIC)
    Academic article
  • Janicek, Petr; Schutzova, Eliska; Panak, Ondrej; Sole, Aditya Suneel; Nussbaum, Peter. (2018) Measurement of bidirectional reflectance distribution function on custom-made gonio-spectrophotometer. Scientific Papers of the University of Pardubice : Series A
    Academic article
  • Sole, Aditya Suneel; Farup, Ivar; Nussbaum, Peter; Tominaga, Shoji. (2018) Evaluating an image-based bidirectional reflectance distribution function measurement setup. Applied Optics
    Academic article
  • Midtfjord, Helene B.; Green, Philip John; Nussbaum, Peter. (2018) A Model of Visual Opacity for Translucent Colorants. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Sole, Aditya Suneel; Farup, Ivar; Nussbaum, Peter; Tominaga, Shoji. (2018) Bidirectional Reflectance Measurement and Reflection Model Fitting of Complex Materials Using an Image-Based Measurement Setup. Journal of Imaging
    Academic article
  • Sole, Aditya Suneel; Farup, Ivar; Nussbaum, Peter. (2017) Evaluating an image based multi-angle measurement setup using different reflection models. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Slavuj, Radovan; Coppel, Ludovic Gustafsson; Ciortan, Irina Mihaela; Nussbaum, Peter; Hardeberg, Jon Yngve. (2017) Print quality and color accuracy of spectral and colorimetric reproduction. Journal of Print and Media Technology Research
    Academic article
  • High, Gregory Paul; Green, Philip John; Nussbaum, Peter. (2017) Content-dependent adaptation in a soft proof matching experiment. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Kvitle, Anne Kristin; Pedersen, Marius; Nussbaum, Peter. (2016) Quality of color coding in maps for color deficient observers. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Green, Philip John; Nussbaum, Peter. (2016) Colour vision deficiency transforms using ICC profiles. IS&T International Symposium on Electronic Imaging Science and Technology
    Academic article
  • Nussbaum, Peter Stefan; Hardeberg, Jon Yngve. (2012) Print quality evaluation and applied colour management in coldset offset newspaper print. Color Research and Application
    Academic article
  • Nussbaum, Peter Stefan; Hardeberg, Jon Yngve; Albregtsen, Fritz. (2011) Regression based characterization of color measurement instruments in printing applications. Proceedings of SPIE, the International Society for Optical Engineering
    Academic article
  • Nussbaum, Peter Stefan; Sole, Aditya Suneel; Hardeberg, Jon Yngve. (2011) Analysis of color measurement uncertainty in a color managed printing workflow. Journal of Print and Media Technology Research
    Academic article

Books

  • Midtfjord, Helene B.; Green, Philip John; Nussbaum, Peter. (2019) Perception of Vividness of Emissive Colours by Norwegian Observers. Steering committee of ACA 2019 Nagoya
    Academic anthology/Conference proceedings
  • Nussbaum, Peter; George, Sony. (2018) 2018 Colour and Visual Computing Symposium (CVCS); 19th and 20th September, 2018, Gjøvik, Norway. IEEE (Institute of Electrical and Electronics Engineers) IEEE (Institute of Electrical and Electronics Engineers)
    Academic anthology/Conference proceedings

Part of book/report

  • Vatine, Leo; Floor, Pål Anders; Pedersen, Marius; Nussbaum, Peter Stefan; Ahmad, Bilal; Hovde, Øistein. (2023) Enhancement of Colour Reproduction for Capsule Endoscopy Images. IEEE conference proceedings
    Academic chapter/article/Conference paper
  • High, Gregory Paul; Nussbaum, Peter; Green, Philip John. (2021) Estimating visual difference between reproduction gamuts: moving our pilot study from the lab to online delivery. The Society for Imaging Science and Technology
    Academic chapter/article/Conference paper
  • Conni, Michele; Helene, Midtfjord; Nussbaum, Peter; Green, Philip John. (2018) Dependence of texture classification accuracy on spectral information. IEEE (Institute of Electrical and Electronics Engineers)
    Academic chapter/article/Conference paper
  • Kvitle, Anne Kristin; Oddløkken, Henrik; Green, Philip John; Nussbaum, Peter. (2018) Methods for psychophysical assessment of colour difference by observers with a colour vision deficiency. IEEE (Institute of Electrical and Electronics Engineers)
    Academic chapter/article/Conference paper
  • Kvitle, Anne Kristin; Green, Phil; Nussbaum, Peter Stefan. (2015) Adaptive colour rendering of maps for users with colour vision deficiencies. SPIE - The International Society for Optics and Photonics
    Academic chapter/article/Conference paper
  • Cisarova, Milena; Pedersen, Marius; Nussbaum, Peter Stefan; Gaykema, Frans; Nemec, Peter. (2013) Verification of proposed ISO methods to measure resolution capabilities of printing systems. SPIE - The International Society for Optics and Photonics
    Academic chapter/article/Conference paper
  • Matusiak, Barbara; Anter, Karin Fridell; Nussbaum, Peter Stefan; Angelo, Kine; Sole, Aditya Suneel. (2013) Colour shift: perceived and measured. The International Colour Association
    Academic chapter/article/Conference paper

Report

  • Nussbaum, Peter Stefan. (2011) Colour Measurement and Print Quality Assessment in a Colour Managed Printing Workflow. Series of dissertations submitted to the Faculty of Mathematics and Natural Sciences, University of Oslo. (?)
    Doctoral dissertation
  • Hardeberg, Jon Yngve; Nussbaum, Peter; Pedersen, Marius. (2007) Proceedings from Gjøvik Color Imaging Symposium 2007 . Høgskolen i Gjøviks rapportserie (2007)
    Report

Teaching

Courses

  • IDG1004 - Color in Interface Design
  • IMT4304 - Cross-media Color Reproduction
  • IMT4135 - Introduction to Research on Colour and Visual Computing
  • IDG2002 - Colour Management
  • IMT2363 - Colour Management and Image Quality

Outreach

2020

  • Lecture
    Habib, Syeda Tanzima; Green, Philip John; Nussbaum, Peter. (2020) Spectral reproduction: drivers, use cases and workflow. . Society for Imaging Science and Technology Electronic Imaging 2020 , San Francisco 2020-01-26 - 2020-01-30

2018

  • Academic lecture
    Midtfjord, Helene B.; Green, Philip John; Nussbaum, Peter. (2018) A model of visual opacity for translucent colorants. Society for Imaging Science and Technology Electronic Imaging, Material Appearance 2018 , San Francisco 2018-01-28 - 2018-02-02

2017

  • Academic lecture
    High, Gregory Paul; Green, Philip John; Nussbaum, Peter. (2017) Content-dependent adaptation in a soft proof matching experiment. Society for Imaging Science and Technology Color Imaging XXII: Displaying, Processing, Hardcopy, and Applications , Burlingame 2017-01-29 - 2017-02-02
  • Academic lecture
    Kvitle, Anne Kristin; Green, Philip John; Nussbaum, Peter. (2017) A color difference data set for observers with color vision deficiency. ICVS THE 24TH SYMPOSIUM OF THE INTERNATIONAL COLOUR VISION SOCIETY , Erlangen 2017-08-18 - 2017-08-22

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