Quality Magazine logo
search
cart
facebook twitter linkedin youtube
  • Sign In
  • Create Account
  • Sign Out
  • My Account
Quality Magazine logo
  • NEWS
  • PRODUCTS
    • FEATURED PRODUCTS
    • SUBMIT YOUR PRODUCT
  • CHANNELS
    • AUTOMATION
    • MANAGEMENT
    • MEASUREMENT
    • NDT
    • QUALITY 101
    • SOFTWARE
    • TEST & INSPECTION
    • VISION & SENSORS
  • MARKETS
    • AEROSPACE
    • AUTOMOTIVE
    • ENERGY
    • GREEN MANUFACTURING
    • MEDICAL
  • MEDIA
    • A WORD ON QUALITY PUZZLE
    • EBOOKS
    • PODCASTS
    • VIDEOS
    • WEBINARS
  • EVENTS
    • EVENT CALENDAR
    • IMTS
  • DIRECTORIES
    • BUYERS GUIDE >
      • Supplier Insights
    • NDT SOURCEBOOK
    • VISION & SENSORS
    • TAKE A TOUR
  • INFOCENTERS
    • Digital Quality Management Systems
    • NEXT GENERATION SPC & QUALITY ANALYTICS
  • AWARDS
    • ROOKIE OF THE YEAR
    • PLANT OF THE YEAR
    • PROFESSIONAL OF THE YEAR
  • MORE
    • Expert Columns
    • NEWSLETTERS
    • QUALITY STORE
    • INDUSTRY LINKS
    • SPONSOR INSIGHTS
  • EMAG
    • eMAGAZINE
    • ARCHIVES
    • CONTACT
    • ADVERTISE
  • SIGN UP!
Measurement

Measurement

Why Digital Workflows Require More Than Digital Color

If you only digitize color using spectral data, you are missing valuable data required for the digital design and visualization workflow.

By Matt Adby
Measurement C feature. Appearance representation class for paint and coatings

All Images Source: Source: X-Rite

December 29, 2023
✕
Image in modal.

Color and appearance are two of the most essential attributes of a final product. If the color doesn’t look right or assembled parts don’t match, consumers won’t buy. As brands and their suppliers adopt digital workflows to help accelerate product ideation and reduce waste, companies need to go beyond color and digitize both color and appearance characteristics.

For many companies, digital color means incorporating digital color standards based on the underlying spectral data measured by a spectrophotometer. The digital standard is shared across the supply chain to ensure accurate color in all stages, from design through pre-production, production, and quality control. The spectral data is used in formulation software and quality control tools, helping companies match and quickly produce accurate color. But is spectral data enough for today’s new digital workflows, especially for virtual prototyping?

Digitization Beyond Spectral Data

If you only digitize color using spectral data, you are missing valuable data required for the digital design and visualization workflow. While spectral data can be used, it lacks the integration of real-world materials. This means you cannot create a realistic digital material twin and visualize how a color will look on a material for virtual prototyping or quality control.

Digital rending of different materials all in Pantone Turtle Green.

Pantone 17-0330 TCX – Turtle Green

Consider the following: A brand designer selects Turtle Green, Pantone 17-0330 TCX, for an upcoming collection. The color will be used across meshes, velvets, satins, and leathers. Although each of these materials are the same color, the final appearance will differ based on the texture, weave, and shine.

When viewing physical samples, our brain and eyes have learned how to perceive differences in materials by comparing them in multiple dimensions. We can move items around to understand how light interacts, giving us a perception of color variation due to texture, gloss, etc. However, in a digital workflow, the appearance characteristics dictate how color is rendered on a material or object. This means our 3-dimensional view of color – light, chroma, and hue – must expand to include appearance characteristics such as gloss, texture, translucency, opacity, etc. to mimic human perception digitally.

Depending on the complexity of the material, digital color workflows now require 6, 7, or even 8 dimensions. As more companies move toward an end-to-end digital design and production process, digital material color and appearance standards must include data that characterizes:

  • Diffuse Color: Albedo or body color
  • Normal: Material texture
  • Specular Color: Color and value of the specular highlight
  • Roughness: Material gloss
  • Height information: Height topology
  • Fresnel: Refraction index for sheen
  • Transparency: Material Opacity
  • Volumetric: Translucency and sub-surface scattering
  • Effect paints: Color flop and flake appearance
  • Orange Peel: Clear coat surface texture
  • Colored / Tinted Clear Coat: Clear coat color

By digitizing these additional dimensions, brands and suppliers can create digital material twins for paints, plastics, textiles, leathers, and metals. Automotive, consumer electronics, durable goods, apparel, soft goods, and more can use the digital material twin in 3D designs, virtual prototypes and more.

Color and Appearance Measurement requirements by material

Characterizing Appearance

It is now easier than ever and cost effective to characterize appearance and create digital material twins using existing and new spectrophotometers with appearance / visualization software.

This is possible because of the appearance exchange format (AxF). Similar to the color exchange format (CxF), an ISO standard for the sharing spectral data, AxF is the first file format that provides a standard way to store and share all relevant appearance data – color, texture, gloss, refraction, translucency, special effects (sparkles) and reflection properties. AxF files are editable, portable, and can be used with various CAD, PLM, and 3D rendering solutions.

Applications with AxF Support

Using a desktop appearance application, users can import spectral samples to store, manage, view, edit, and render as virtual materials. For example, it is now possible to digitally exchange virtual samples into an Appearance Exchange File (AxF) and allow companies to attach valuable metadata and quality information to the file. This simplifies the management of a large volume of complex color and appearance data and makes it shareable across the design to production value chain for use in 3D rendering software and PLM Systems.

Some desktop applications can connect with spectrophotometers so brands and suppliers can capture and import spectral and appearance data directly into the application for a streamlined workflow. Sphere, multi-angle and imaging spectrophotometers each measure different aspects of appearance, and companies can select the most appropriate device for their application needs.

For example, a desktop application can connect to a multi-angle spectrophotometer and measure and virtualize complex materials that include color, effect finishes, and surface structure such as flake texture and color flop. Sphere spectrophotometers can capture the transmission of color on translucent materials and the reflection of color on opaque materials, both common use cases for plastics. For multi-spectral texture samples, a noncontact imaging spectrophotometer can capture the texture of leather, laminate, and textile samples.

Color and Appearance measurement capabilities by materials and type of spectrophotometer

Virtual Material Model Representations

When evaluating which appearance visualization software and type of spectrophotometer is best for your digital workflow, it is important to understand the material model representation used in AxF. Do your current spectrophotometers already capture elements of appearance data? Can your appearance software convert it into AxF files?

The bidirectional reflectance distribution function (BRDF) material model is the simplest material class supported by the AxF format. BRDF is a 4-dimensional mathematical function that defines how light is reflected at an opaque surface with a uniform appearance. In computer graphics, BRDFs are described by parametric models because they require only a few parameters. (see image 6)

Measurement C feature, Appearance representation class BRDF

Appearance representation class BRDF.

If a material shows a spatially varying appearance and extended BRDF, a spatially varying bidirectional reflectance distribution function (SVBRDF) must be applied. The SVBRDF model is a 6-dimensional mathematical function. It is like a bitmap graphic, except every pixel represents a full BRDF not just color. SVBRDF models are typically stored in a stack of image files called parameter or texture maps. The most common components of SVBRDF are diffuse color, specular color, roughness, and normal map. SVBRDF maps can also support anisotropic behavior (properties that differ according to the direction of measurement) and height maps, which show a change in geometry of the material. A clearcoat parameter in SVBRDF is used to describe a glossy clearcoat layer on top of a base material.

Appearance representation class SVBRDF for roughness and normal map

For paint and coatings, AxF includes a third material model called CPA. This model characterizes three main parameters: flake textures, color table, and brightness. This model is used for special effect paints for automotive and other durable goods.

Appearance representation class for paint and coatings

The Future: Virtual Material Sample for Quality Control

Today, virtual material models are primarily used to create digital material twins for product design. Designers can create material libraries and quickly visualize and assess how different materials and colors appear on a virtual prototype. Designers can even visualize how a product will appear on a store shelf. By spotting color differences early using virtualization software, the design and specification stages can be reduced from weeks to days.

As these systems and workflows advance, brands and suppliers will be able to measure physical samples and validate appearance against a master virtual sample using quality control software. Through reporting, suppliers will be able to understand where variances come from. This data will be used in production to identify potential issues early in the process and make corrections. Suppliers will have greater confidence that final product will meet customer requirements and expectations.

Digital Transformation is Here to Stay

In an age when sustainability is top of mind, moving to a digital workflow can help brands and suppliers minimize physical prototypes and reduce time and material waste. To take full advantage of digital workflows, companies must start by mastering digital color and appearance across the value chain to approve designs faster, improve supplier communication, create efficiencies, and streamline the design-to-production process.

KEYWORDS: color management color measurement digital manufacturing metrology

Share This Story

Looking for a reprint of this article?
From high-res PDFs to custom plaques, order your copy today!

Matt Adby, product management director, X-Rite Pantone. For more information, email [email protected] or visit www.xrite.com.

Recommended Content

JOIN TODAY
to unlock your recommendations.

Already have an account? Sign In

  • 2024 Quality Rookie of the Year Justin Wise 1440x750px banner with "Quality Rookie of the Year" logo inset

    Meet the 2024 Quality Rookie of the Year: Justin Wise

    Justin Wise is an exceptional individual who has been...
    Aerospace
    By: Michelle Bangert
  • Man with umbrella and coat stands outside while it rains at night looking at a building.

    Nondestructive Testing: Is there an ethics problem?

    I was a whistleblower who exposed fraudulent activities...
    NDT
    By: Dale Norwood
  • Unraveling Deflategate: Football stadium with closeup of football on field

    Unraveling the Tom Brady Deflategate

    The Deflategate scandal erupted following the 2014 AFC...
    Measurement
    By: Greg Cenker and Henry Zumbrun
Manage My Account
  • eMagazine Subscriptions
  • Newsletters
  • Online Registration
  • Subscription Customer Service
  • Manage My Preferences

More Videos

Sponsored Content

Sponsored Content is a special paid section where industry companies provide high quality, objective, non-commercial content around topics of interest to the Quality audience. All Sponsored Content is supplied by the advertising company and any opinions expressed in this article are those of the author and not necessarily reflect the views of Quality or its parent company, BNP Media. Interested in participating in our Sponsored Content section? Contact your local rep!

close
  • Key Takeaways for Quality Leaders
    Sponsored byComplianceQuest

    Key Takeaways for Quality Leaders from the 2026 Gartner Magic Quadrant™ for QMS

  • This image shows a person seated next to a Bobcat T66 compact track loader.
    Sponsored byPolyWorks by InnovMetric

    Supercharging Digital Gauging at Bobcat North America

  • Dorsey Calibration Lab photo by Tom LaBarbera Picture this Studios
    Sponsored byDorsey Metrology International

    Ensuring Product Quality in a Competitive Manufacturing Landscape

Popular Stories

iStock-1352825159-jpg.jpg

U.S. Should Substantially Boost Support for Manufacturing USA Program, Issue National Industrial Manufacturing Strategy, Says New Report

a factory floor during what appears to be a training session or a daily briefing

The Root Cause of Defects We Rarely Name or Address

Key Takeaways for Quality Leaders

Key Takeaways for Quality Leaders from the 2026 Gartner Magic Quadrant™ for QMS

2026 Quality Professional of the Year!

Events

July 14, 2026

Quality Leaders Forum: Better Communication, Better Quality Data

The Quality Leaders Forum is a quarterly, editor-moderated fireside chat series hosted by Quality Magazine, featuring candid conversations with senior manufacturing and operations executives shaping enterprise-level quality.

August 12, 2026

Eliminate Manual FAI Processes and Reduce Inspection Time by Up to 90%

Discover how advanced FAI software automates First Article Inspection workflows by generating inspection plans, validating results in real time, integrating 2D/3D data, and reducing quality escapes to improve efficiency and compliance.

View All Submit An Event

Products

Lean Manufacturing and Service Fundamentals, Applications, and Case Studies

Lean Manufacturing and Service Fundamentals, Applications, and Case Studies

See More Products
Rookie of the Year Custom Content

Related Articles

  • Woman using the Spectro 1000

    The Art and Science of Digital Color

    See More
  • These items are Pre-painted Galvanized Steel Coils (PPGI) used primarily as building materials for roofs, walls, and workshops.

    Futureproofing Quality: Trends in Digital Color and Appearance Management

    See More
  • Female engineer and a male technician investigate the problem of the operation of the robot arm in the factory.

    Will the Next ISO 9001 Change Require More Training?

    See More

Related Products

See More Products
  • Reverse Engineering: 3D Data Capture DVD

  • Breakthrough Kaizen Events DVD

See More Products

Related Directories

  • Digital Surf

    Digital Surf has been developing surface imaging & metrology software for profilers and microscopes for over 35 years. Mountains® software helps the industrial and scientific community visualize, analyze and report on data obtained with a wide range of instruments. Integrated by leading instrument manufacturers worldwide, embedded in their equipment or available as an option, Mountains® software has become the reference software for studying micro and nano surfaces.
  • Digital Metrology Solutions

    Digital Metrology provides customized metrology systems integration, software, consultation and training, helping clients develop, interpret and apply measurement results to their specific applications. The company draws on 30 years of experience in metrology software development and maintains an extensive network of university and industry resources.
  • SCANTECH DIGITAL Inc.

    SCANTECH was founded in 2015, specializing in R&D, production, and sales of 3D scanners and 3D systems. We boast a long history of developing hardware and software. We are dedicated to providing high-precision, portable, and intelligent 3D scanners to customers and striving to become a globally leading brand of 3D visual measurement.
×

Stay in the know with Quality’s comprehensive coverage of
the manufacturing and metrology industries.

Newsletters | Website | eMagazine

JOIN TODAY!
  • RESOURCES
    • Advertise
    • Contact Us
    • Directories
    • Manufacturing Division
    • Store
    • Want More
  • SIGN UP TODAY
    • Create Account
    • eMagazine
    • Newsletters
    • Customer Service
    • Manage Preferences
  • SERVICES
    • Marketing Services
    • Market Research
    • Reprints
    • List Rental
    • Survey/Respondent Access
  • STAY CONNECTED
    • LinkedIn
    • Facebook
    • YouTube
    • X (Twitter)
  • PRIVACY
    • PRIVACY POLICY
    • TERMS & CONDITIONS
    • DO NOT SELL MY PERSONAL INFORMATION
    • PRIVACY REQUEST
    • ACCESSIBILITY

Copyright ©2026. All Rights Reserved BNP Media, Inc. and BNP Media II, LLC.

Design, CMS, Hosting & Web Development :: ePublishing