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Technology / Retrospective source brief

NIST completed fingerprint annotations and broadened access to quality software

The March release paired a laboratory dataset with a tool that scores print quality, not identity.

Event / announcement date
2026-03-23
Earliest linked source date
2026-03-23
NewsTumble first published
2026-10-25T22:14:43Z
NewsTumble updated
2026-10-25T22:14:43Z
A fingerprint on a postage stamp shown in grayscale and with color-coded quality regions.
NIST’s published comparison of a laboratory fingerprint and its color-coded quality annotations; actual source data visualization, not a suspect identification. · B. Hayes/NIST; NIST employee-created work, public domain in the United States; unmodified publisher image. · · Image source ↗ · public-domain ↗

NIST announced a completed set of fingerprint annotations and open-source quality-assessment software on March 23, 2026. Its Special Database 302 contains about 10,000 print images. Expert markings completed the annotations in a resource first released in 2019. [1]

The prints came from 200 consenting volunteers working in a laboratory, where they handled objects and left impressions that researchers recovered with forensic methods. Names and other identifying information were removed. That controlled collection should not be described as a sample gathered from 10,000 criminal cases. [1]

The annotations identify regions with differing amounts of usable detail, including clear ridges and smudged areas. They support training for examiners and machine-learning systems. Completing the annotations expands the training material; it does not establish an error-free method of identifying a person. [1]

The accompanying OpenLQM software adapts a tool previously restricted to U.S. law enforcement. NIST funded versions for Mac, Windows and Linux and made the software openly available. Its zero-to-100 output assesses fingerprint quality, helping prioritize examination; that number is not a probability that two prints identify the same individual. [1]

The source

  1. National Institute of Standards and Technology: NIST Helps Fingerprint Examiners With New Data and Software Release ↗
    Source published 2026-03-23 · reviewed 2026-10-25
Source reviewed October 25, 2026. External pages may change.

About this item: Retrospective source brief. No first-hand reporting or independent testing is claimed. Corrections policy.

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