ColorAptitude™

Knowledge Base

Scientific references

The papers, standards and research on which ColorAptitude™ is based.

ColorAptitude™ builds on decades of colour science research. Below you will find the primary sources, organised by theme, with a brief explanation of how each source is incorporated in the platform.

Error formula & norming

Farnsworth, D. (1957)

The Farnsworth-Munsell 100-Hue and Dichotomous Tests for Color Vision

Journal of the Optical Society of America, 47(10), 943–947

Application in ColorAptitude™: Basis for the error formula in ordering assessments (TES calculation).

Kinnear, P. R. & Sahraie, A. (2002)

New Farnsworth-Munsell 100 hue test norms of normal observers for each year of age 5–22 and for age decades 30–70

British Journal of Ophthalmology, 86(12), 1408–1411

Application in ColorAptitude™: Age norms and √TES transformation for norm comparison.

Verriest, G., Van Laethem, J. & Uvijls, A. (1982)

A new assessment of the normal ranges of the Farnsworth-Munsell 100-Hue test scores

American Journal of Ophthalmology, 93(5), 635–642

Application in ColorAptitude™: Historical norm data for cross-validation of reference groups.

Age & individual variation

Paramei, G. V. & Oakley, B. (2014)

Variation of color discrimination across the life span

Journal of the Optical Society of America A, 31(4), A375–A384

Application in ColorAptitude™: Age-related decline curves and tritan vulnerability.

Shi, L., Luo, M. R., Rider, A. T. & Stockman, A. (2023)

Individual colour matching functions and their variation with age and field size

Vision Research, 212, 108292

Application in ColorAptitude™: Lens yellowing and individual CMF deviations relative to the CIE 2006 standard observer.

Colour space & colorimetry

Ottosson, B. (2020)

A perceptual color space for image processing — Oklab

Blog post / technical specification

Application in ColorAptitude™: OKLCH colour space for stimulus generation with perceptual uniformity.

Sharma, G., Wu, W. & Dalal, E. N. (2005)

The CIEDE2000 color-difference formula: implementation notes, supplementary test data, and mathematical observations

Color Research & Application, 30(1), 21–30

Application in ColorAptitude™: CIEDE2000 formula for measuring inter-stimulus distances.

Categorical colour perception & communication

Pilling, M., Wiggett, A., Özgen, E. & Davies, I. R. L. (2003)

Is color 'categorical perception' really perceptual?

Memory & Cognition, 31(4), 538–551

Application in ColorAptitude™: Categorical colour perception research; conceptual basis for the communication competency layer. The Communication Exercise scoring itself follows Lin, Luo, MacDonald & Tarrant (2001a/b/c) and Berlin & Kay (1969).

ASTM standard & qualification protocol

ASTM International (2016)

ASTM E1499-16: Standard Guide for Selection, Evaluation, and Training of Observers

ASTM International, West Conshohocken, PA

Application in ColorAptitude™: Design framework for the entire platform: §6.3.2 (Triangle Test), §6.4 (Magnitude Scaling), §7.1.1 (Warmup), §8.1.1 (Session limits), §5.3 (Calibration warning).

Digital colour assessments

Seshadri, J. et al. (2005)

Evaluation of the web-based colour assessment and diagnosis (CAD) test

Ophthalmic and Physiological Optics, 25(6), 480–489

Application in ColorAptitude™: Validation model for digital colour perception tests.

He, J., Bex, P. & Skerswetat, J. (2023)

FInD Colour Test: rapid machine-learning classification of colour vision deficiency

Ophthalmic and Physiological Optics, 43(6), 1347–1356

Application in ColorAptitude™: Modern reference for rapid CVD classification.

Hovis, J. K., Dolman, C. L. & Neumann, E. (1992)

Clinical assessment of colour discrimination loss by a chromatic threshold test

Investigative Ophthalmology & Visual Science, 33(11), 3093–3100

Application in ColorAptitude™: Warmup observation and threshold measurement rationale.

Competency model

National Research Council (1981)

Procedures for Testing Color Vision: Report of Working Group 41

National Academy Press, Washington DC

Application in ColorAptitude™: Basis for the three-layer competency model: discrimination → attribution → communication.

Kotterink, M. (2026)

A digital platform for professional colour competency assessment

ColorAptitude™ foundational paper

Application in ColorAptitude™: Platform-specific definition of the 3×3 competency framework.