Simple tone curves: theory and applications

James Bennett, Graham Finlayson · 2026

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Description

James Bennett and Graham Finlayson ask how simple a photo's tone curve can be before quality suffers in 2026. A tone curve remaps the brightness of every pixel, and experts often draw wiggly curves with many bends.

The authors define a simple curve as one with at most one bend point, and show how to find the best simple stand-in for any complex curve. On thousands of expert-edited photos, simple curves matched complex ones on objective quality measures. In preference tests, viewers even slightly favoured the simple versions. A smaller underwater photo set behaved the same way. The result suggests camera pipelines could use far simpler curves without visible loss.

Catalog record

CREATORJames Bennett, Graham Finlayson
YEAR2026
COLLECTIONPAPERS
FORMATTXT
FILE SIZE128 KB
VERSION1.0
LICENSECC BY 4.0
RIGHTSCC BY
SOURCEEurope PMC

Source: https://europepmc.org/articles/PMC13183715

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