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A High Agreement Score Hid Millimeters of Error

A low-cost facial depth sensor ranked people consistently but missed the precision needed for reconstruction.

Published Updated Story ID: mp-2026-08-04-006
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Summary

A low-cost facial depth sensor ranked people consistently but missed the precision needed for reconstruction.

Two observers measured 12 adults at 16 facial distances using a low-cost depth sensor, a structured-light scanner and direct calipers. Device-versus-caliper agreement looked high by intraclass correlation, at 0.88 and 0.93, yet mean absolute error was 2.75 millimeters versus 1.64 millimeters for the comparator and 14 of 16 depth-sensor distances exceeded a two-millimeter tolerance. The authors conclude that the inexpensive device suits surveys, ranking and within-person monitoring, not high-fidelity reconstruction; high correlation alone did not establish clinical usability.

Why it matters

A low-cost facial depth sensor ranked people consistently but missed the precision needed for reconstruction.

Limits and context

  • The authors conclude that the inexpensive device suits surveys, ranking and within-person monitoring, not high-fidelity reconstruction; high correlation alone did not establish clinical usability.

Key claims

  1. A low-cost facial depth sensor ranked people consistently but missed the precision needed for reconstruction.

    Qualification: The authors conclude that the inexpensive device suits surveys, ranking and within-person monitoring, not high-fidelity reconstruction; high correlation alone did not establish clinical usability.

    Evidence: source-2026-08-04-006

Sources

  1. Journal of Craniofacial Surgery: low-cost facial depth-sensor validationWolters Kluwer Health · secondary reporting

Corrections

No corrections have been recorded for this story.

A High Agreement Score Hid Millimeters of Error · The Machine Press