Peter Stefan Nussbaum

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

2025

Green, Philip John; Eschbach, Reiner; Nussbaum, Peter Stefan. (2025) Effect of varying background lightness on performance on a pseudo-isochromatic colour vision test. IS&T International Symposium on Electronic Imaging Science and Technology
Academic article
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) Building a metric of color reproduction difference by combining multiple observers in a modular online experiment. 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
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
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
Vatine, Leo; Floor, Pål Anders; Pedersen, Marius; Nussbaum, Peter Stefan; Ahmad, Bilal; Hovde, Øistein. (2023) Enhancement of Colour Reproduction for Capsule Endoscopy Images.
Academic chapter
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 science 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; Nussbaum, Peter; Green, Philip John. (2021) The effect of camera calibration on multichannel texture classification. Journal of Imaging Science and Technology
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
Eschbach, Reiner; Nussbaum, Peter. (2021) Examining Spatial Attributes for Color Deficient Observers. IS&T International Symposium on Electronic Imaging Science and Technology
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.
Academic chapter
Conni, Michele; Deborah, Hilda; Nussbaum, Peter; Green, Philip John. (2021) Visual and data stationarity of texture images. Journal of Electronic Imaging (JEI)
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

2020

Green, Philip John; Nussbaum, Peter. (2020) Daltonization by spectral filtering. IS&T International Symposium on Electronic Imaging Science and Technology
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
Habib, Tanzima; Green, Philip John; Nussbaum, Peter. (2020) BRDF rendering by interpolation of optimised model parameters. Color and Imaging Conference (CIC)
Academic article
Melit Devassy, Binu; George, Sony; Nussbaum, Peter. (2020) Unsupervised Clustering of Hyperspectral Paper Data Using t-SNE. Journal of Imaging
Academic article

2019

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
Corrigendum
Midtfjord, Helene B.; Green, Philip John; Nussbaum, Peter. (2019) Perception of Vividness of Emissive Colours by Norwegian Observers. Steering committee of ACA 2019 Nagoya
Anthology
Sole, Aditya Suneel; Farup, Ivar; Nussbaum, Peter; Shoji, Tominaga. (2019) Evaluating an image-based bidirectional reflectance distribution function measurement setup: erratum. Applied Optics
Corrigendum
Midtfjord, Helene Benedicte; Green, Philip John; Nussbaum, Peter. (2019) Vividness as a Colour Appearance Attribute. Color and Imaging Conference (CIC)
Academic article

2018

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
Conni, Michele; Helene, Midtfjord; Nussbaum, Peter; Green, Philip John. (2018) Dependence of texture classification accuracy on spectral information.
Academic chapter
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
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)
Anthology
Sole, Aditya Suneel; Farup, Ivar; Nussbaum, Peter; Tominaga, Shoji. (2018) Evaluating an image-based bidirectional reflectance distribution function measurement setup. Applied Optics
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
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.
Academic chapter

2017

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
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
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

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
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

2015

Kvitle, Anne Kristin; Green, Phil; Nussbaum, Peter Stefan. (2015) Adaptive colour rendering of maps for users with colour vision deficiencies.
Academic chapter

2013

Matusiak, Barbara; Anter, Karin Fridell; Nussbaum, Peter Stefan; Angelo, Kine; Sole, Aditya Suneel. (2013) Colour shift: perceived and measured.
Academic chapter
Cisarova, Milena; Pedersen, Marius; Nussbaum, Peter Stefan; Gaykema, Frans; Nemec, Peter. (2013) Verification of proposed ISO methods to measure resolution capabilities of printing systems.
Academic chapter

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; 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; 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. (2011) Colour Measurement and Print Quality Assessment in a Colour Managed Printing Workflow. University of Oslo
Doctoral thesis

2007

Hardeberg, Jon Yngve; Nussbaum, Peter; Pedersen, Marius. (2007) Proceedings from Gjøvik Color Imaging Symposium 2007. Høgskolen i Gjøvik
Research report

Journal publications

Green, Philip John; Eschbach, Reiner; Nussbaum, Peter Stefan. (2025) Effect of varying background lightness on performance on a pseudo-isochromatic colour vision test. IS&T International Symposium on Electronic Imaging Science and Technology
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 science 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
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
Green, Philip John; Nussbaum, Peter. (2020) Daltonization by spectral filtering. IS&T International Symposium on Electronic Imaging Science and Technology
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
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
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; 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
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
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
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
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
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
High, Gregory Paul; Nussbaum, Peter Stefan; Green, Philip John. (2023) Grey Balance in Cross Media Reproductions. 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
Habib, Syeda Tanzima; Green, Philip John; Nussbaum, Peter. (2021) Estimation of BRDF Measurements for Printed Colour Samples. Color and Imaging Conference (CIC)
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
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
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
Sole, Aditya Suneel; Farup, Ivar; Nussbaum, Peter; Tominaga, Shoji. (2018) Evaluating an image-based bidirectional reflectance distribution function measurement setup. Applied Optics
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; 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
Corrigendum
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
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
Melit Devassy, Binu; George, Sony; Nussbaum, Peter. (2020) Unsupervised Clustering of Hyperspectral Paper Data Using t-SNE. Journal of Imaging
Academic article
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; 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
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
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
Sole, Aditya Suneel; Farup, Ivar; Nussbaum, Peter; Shoji, Tominaga. (2019) Evaluating an image-based bidirectional reflectance distribution function measurement setup: erratum. Applied Optics
Corrigendum
Conni, Michele; Deborah, Hilda; Nussbaum, Peter; Green, Philip John. (2021) Visual and data stationarity of texture images. Journal of Electronic Imaging (JEI)
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
Midtfjord, Helene Benedicte; Green, Philip John; Nussbaum, Peter. (2019) Vividness as a Colour Appearance Attribute. Color and Imaging Conference (CIC)
Academic article

Books

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)
Anthology
Midtfjord, Helene B.; Green, Philip John; Nussbaum, Peter. (2019) Perception of Vividness of Emissive Colours by Norwegian Observers. Steering committee of ACA 2019 Nagoya
Anthology

Part of book/report

Conni, Michele; Helene, Midtfjord; Nussbaum, Peter; Green, Philip John. (2018) Dependence of texture classification accuracy on spectral information.
Academic chapter
Matusiak, Barbara; Anter, Karin Fridell; Nussbaum, Peter Stefan; Angelo, Kine; Sole, Aditya Suneel. (2013) Colour shift: perceived and measured.
Academic chapter
Vatine, Leo; Floor, Pål Anders; Pedersen, Marius; Nussbaum, Peter Stefan; Ahmad, Bilal; Hovde, Øistein. (2023) Enhancement of Colour Reproduction for Capsule Endoscopy Images.
Academic chapter
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.
Academic chapter
Kvitle, Anne Kristin; Green, Phil; Nussbaum, Peter Stefan. (2015) Adaptive colour rendering of maps for users with colour vision deficiencies.
Academic chapter
Cisarova, Milena; Pedersen, Marius; Nussbaum, Peter Stefan; Gaykema, Frans; Nemec, Peter. (2013) Verification of proposed ISO methods to measure resolution capabilities of printing systems.
Academic chapter
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.
Academic chapter

Report

Hardeberg, Jon Yngve; Nussbaum, Peter; Pedersen, Marius. (2007) Proceedings from Gjøvik Color Imaging Symposium 2007. Høgskolen i Gjøvik
Research report

Student thesis or dissertation

Nussbaum, Peter Stefan. (2011) Colour Measurement and Print Quality Assessment in a Colour Managed Printing Workflow. University of Oslo
Doctoral thesis

Teaching

Courses

Outreach

2020

Lecture

Habib, Syeda Tanzima; Green, Philip John; Nussbaum, Peter. (2020) Spectral reproduction: drivers, use cases and workflow. Electronic Imaging 2020

2018

Conference lecture

Midtfjord, Helene B.; Green, Philip John; Nussbaum, Peter. (2018) A model of visual opacity for translucent colorants. Electronic Imaging, Material Appearance 2018

2017

Conference lecture

Kvitle, Anne Kristin; Green, Philip John; Nussbaum, Peter. (2017) A color difference data set for observers with color vision deficiency. THE 24TH SYMPOSIUM OF THE INTERNATIONAL COLOUR VISION SOCIETY
Conference lecture

High, Gregory Paul; Green, Philip John; Nussbaum, Peter. (2017) Content-dependent adaptation in a soft proof matching experiment. Color Imaging XXII: Displaying, Processing, Hardcopy, and Applications

Språkvelger

Peter Stefan Nussbaum