ArticleMethods in ecology and evolution2015
Image calibration and analysis toolbox - a free software suite for objectively measuring reflectance, colour and pattern.
Article in Methods in ecology and evolution, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 199 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
199 citing papers in PubMed, 516 citations in OpenAlex.
- Color patterns as a model for connecting developmental mechanisms to phenotypic evolution.Nature communications · 2026Review
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- Color change, background choice, and camouflage in a nocturnal treefrog: implications for circadian adaptation.Zoological research · 2026Article
- Canal Construction Disrupts Camouflage in Two Sympatric Estuarine Crab Species.Ecology and evolution · 2026Article
- When the Cover Burns: Behavioral and Morphological Responses of Western Fence Lizards (Ecology and evolution · 2026Article
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- The ecological and developmental foundations of brood parasitism in a catfish.Nature communications · 2026Article
- Categorical identity signatures can reduce host error rates during brood parasitism.PLoS biology · 2026Article
- Oil Things Bright and Beautiful? How Hydrocarbon Pollution Impacts Guppy Ornamentation.Ecology and evolution · 2026Article
- Iridophore apoptosis mediates socially-regulated developmental color pattern plasticity in an anemonefish.PLoS biology · 2026Article
- The Geographical Variation of Colour Change in the Arabian Killifish (Ecology and evolution · 2026Article
- OzButterflies - a high quality open database of multispectral images and spectra of tropical to temperate Australian butterflies.Database : the journal of biological databases and curation · 2026Article
- Matching Multiple Backgrounds: Egg Camouflage Across Different Habitats in a Shorebird.Ecology and evolution · 2026Article
- Forelimb stripe coloration signals age, but not physiological health, in painted turtles.Behavioral ecology and sociobiology · 2026Article
- Article
- Functional and evolutionary synergy of trait components can explain the existence of leaf masquerade in katydids.PLoS biology · 2025Article
- A machine learning approach to facilitate parasitic egg identification in a conspecific brood parasite.Proceedings. Biological sciences · 2025Article
- Machine learning and digital imaging for spatiotemporal monitoring of stress dynamics in the clonal plant Carpobrotus edulis: uncovering a functional mosaic.Annals of botany · 2025Article
139 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors at 1 institution in 1 country.
Funding
Abstract
Quantitative measurements of colour, pattern and morphology are vital to a growing range of disciplines. Digital cameras are readily available and already widely used for making these measurements, having numerous advantages over other techniques, such as spectrometry. However, off-the-shelf consumer cameras are designed to produce images for human viewing, meaning that their uncalibrated photographs cannot be used for making reliable, quantitative measurements. Many studies still fail to appreciate this, and of those scientists who are aware of such issues, many are hindered by a lack of usable tools for making objective measurements from photographs.We have developed an image processing toolbox that generates images that are linear with respect to radiance from the RAW files of numerous camera brands and can combine image channels from multispectral cameras, including additional ultraviolet photographs. Images are then normalised using one or more grey standards to control for lighting conditions. This enables objective measures of reflectance and colour using a wide range of consumer cameras. Furthermore, if the camera's spectral sensitivities are known, the software can convert images to correspond to the visual system (cone-catch values) of a wide range of animals, enabling human and non-human visual systems to be modelled. The toolbox also provides image analysis tools that can extract luminance (lightness), colour and pattern information. Furthermore, all processing is performed on 32-bit floating point images rather than commonly used 8-bit images. This increases precision and reduces the likelihood of data loss through rounding error or saturation of pixels, while also facilitating the measurement of objects with shiny or fluorescent properties.All cameras tested using this software were found to demonstrate a linear response within each image and across a range of exposure times. Cone-catch mapping functions were highly robust, converting images to several animal visual systems and yielding data that agreed closely with spectrometer-based estimates.Our imaging toolbox is freely available as an addition to the open source ImageJ software. We believe that it will considerably enhance the appropriate use of digital cameras across multiple areas of biology, in particular researchers aiming to quantify animal and plant visual signals.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.