ConductVision Materials Science
Grade pilling from a photo
Photograph a specimen after your pilling test, and ConductVision suggests its grade from 1 to 5, marks the areas that look most pilled and gives the probability of each grade.
A person on your team checks each suggestion and decides the grade you report.

- Grades from 1 to 5
- The probability of each grade
- A heat map on each photo
- The same grade each time a photo is graded
Visual assessment
Graders do not always agree
At the end of a pilling test, a grader compares each specimen by eye with reference fabrics or photographs and reports a grade.1,2
When two graders are a grade or more apart, ISO's grading standard has them grade the specimen again. If they still differ, the report gives the lowest and highest grades as well as the average.3
ASTM calls the between-laboratory precision of its random tumble test poor. It does not recommend that test for acceptance testing, and advises caution if a lab uses it that way.1
ConductVision grades every photo the same way. Its heat map marks the areas that look most pilled, so you can check a grade against its photo later.
5 No change
4 Partially formed pills
3 Moderate pilling
2 Distinct pilling
1 Severe pilling
At grade 3, pills of varying size and density cover part of the specimen. At grade 2 they cover a large proportion of it, and at grade 1 all of it.3
Each photo shows a cotton blend fabric at the grade given by graders at the Zhejiang Institute of Quality Sciences.
Who it is for
Teams that grade pilling
Mill and knitter quality labs
Graders on every shift get a second opinion from the same software version, with a heat map to check against the specimen.
Brand and retail quality teams
Check the grades your suppliers report against ConductVision's grade for a photo of each specimen.
Test labs
When a client questions a result, you can show the photo, its heat map and the version that graded it.
Fiber, yarn and finish R&D
Photograph every sample of a new yarn or finish under the same setup, and you can compare grades taken weeks apart.
What you get
What each result shows
A suggested grade
One whole grade from 1 to 5 for each photo.
The probability of each grade
ConductVision's probability for each grade, so you can spot a borderline specimen.
A heat map
A map laid over your photo marking the areas that look most pilled.
The software version
Each result names the ConductVision version that graded it, and that version gives the same photo the same grade every time.
How it fits
One photo after the test
ConductVision grades a photo you take after the test, so you run the test as you do now.
Run your pilling test
ConductVision is set up for Martindale specimens tested to ISO 12945-2. If your lab runs another test, start by sending photos of specimens you have already graded.
Photograph each specimen the same way
Keep the light, angle and distance the same for every photo, so differences between photos come from the fabric.
Add the photos to ConductVision
Each photo comes back with a grade, the probability of each grade and a heat map.
Decide the grade you report
Your grader looks at the suggestion, the heat map and the specimen, then sets the grade.
Pilling tests
Pilling tests and what ConductVision grades
Each test wears the fabric in a set way, and then a grader assesses the surface by eye. Of the tests below, ConductVision is set up for the Martindale test in ISO 12945-2.
Martindale
The tester rubs a round specimen against the same fabric, or against wool fabric where relevant, in a Lissajous figure under a set force. A grader assesses it after set stages of rubbing.4
ISO 12945-2, ASTM D4970
Pilling box
Specimens on polyurethane tubes tumble at random in a cork-lined box turning at a constant speed. A grader assesses them after set stages.5
ISO 12945-1
Random tumble
Specimens tumble at random in a lined cylinder for a set time before a grader assesses them. ISO's version excludes fabrics that cannot tumble freely, and ASTM's is meant for woven and knitted apparel fabrics.1,6
ISO 12945-3, ASTM D3512
Brush pilling
The fabric is worn on a brush pilling tester. ASTM intends this test mainly for upholstery, automotive, luggage and heavy-duty uniform fabrics, because it is highly abrasive.7
ASTM D3511
Visual assessment under ISO 12945-4
What counts as a pill
A pill is a ball of tangled fibers standing up from the fabric, dense enough that light does not pass through it and it casts a shadow. Pills can form in washing, dry cleaning and wear.3
Pilling, fuzzing and matting
The standard grades pilling, fuzzing and matting separately, on most woven and knitted fabrics, including fleeces. ConductVision's grade is the pilling grade.3
Half grades
When a specimen looks between two grades, the grader reports a half grade, such as 3-4. ConductVision returns whole grades, so your grader decides any half grade. The probability of each grade shows when a specimen is borderline.3
Viewing conditions
Graders view specimens in a darkened room, under daylight-type light set at 5° to 15° to the specimen, from 30 to 50 cm away. The standard notes that a different viewing setup can lead to different results.3
Sources
- ASTM D3512/D3512M-22(2026) Standard Test Method for Pilling Resistance and Other Related Surface Changes of Textile Fabrics: Random Tumble Pilling Tester. ASTM International.
- ASTM D4970/D4970M-22(2026) Standard Test Method for Pilling Resistance and Other Related Surface Changes of Textile Fabrics: Martindale Tester. ASTM International.
- ISO 12945-4:2020 Textiles — Determination of fabric propensity to surface pilling, fuzzing or matting — Part 4: Assessment of pilling, fuzzing and matting by visual analysis. International Organization for Standardization.
- ISO 12945-2:2020 Textiles — Determination of fabric propensity to surface pilling, fuzzing or matting — Part 2: Modified Martindale method. International Organization for Standardization.
- ISO 12945-1:2020 Textiles — Determination of fabric propensity to surface pilling, fuzzing or matting — Part 1: Pilling box method. International Organization for Standardization.
- ISO 12945-3:2020 Textiles — Determination of fabric propensity to surface pilling, fuzzing or matting — Part 3: Random tumble pilling method. International Organization for Standardization.
- ASTM D3511/D3511M-16(2022) Standard Test Method for Pilling Resistance and Other Related Surface Changes of Textile Fabrics: Brush Pilling Tester. ASTM International.
Try it on your fabrics
What to send
- Photos or scans of tested specimens, covering the grades you usually see
- The grade your lab gave each specimen
- The test method, with the rubs, cycles or run time you used
- What each fabric is, such as a cotton knit or a polyester woven
With your lab's grades, we can show how often ConductVision's grade matches your graders' grades on your own fabrics.
Other textile measurements
Dimensional stability & skewWarp and weft shrinkage plus skew, measured from marked-square photographs before and after wash.
Cover factor & open areaOptical open area, pore size distribution, and cover uniformity measured on the actual fabric.
Foreign fiber contaminationFind polypropylene, coloured, and foreign fibers in the web before they reach the dyehouse.
Fiber diameter distributionMean diameter, CV%, and D10/D50/D90 for wool, synthetic, and nanofiber, measured from the image.Send photos of specimens you have graded
Include the grade your lab gave each photo. Our team will grade the photos with ConductVision so you can compare its grades with yours.
