recolorize: An R package for flexible colour segmentation of biological images

被引:7
作者
Weller, Hannah I. [1 ,2 ,7 ]
Hiller, Anna E. [3 ,4 ]
Lord, Nathan P. [5 ]
Van Belleghem, Steven M. [6 ]
机构
[1] Brown Univ, Dept Ecol Evolut & Organismal Biol, Providence, RI USA
[2] Univ Helsinki, Helsinki Inst Life Sci, Helsinki, Finland
[3] Louisiana State Univ, Museum Nat Sci, Baton Rouge, LA USA
[4] Louisiana State Univ, Dept Biol Sci, Baton Rouge, LA USA
[5] Louisiana State Univ, Agr Ctr, Dept Entomol, Baton Rouge, LA USA
[6] Katholieke Univ Leuven, Dept Biol, Leuven, Belgium
[7] Viikinkaari 5,Room 6027b, Helsinki 00790, Finland
基金
美国国家科学基金会;
关键词
colour; colour pattern; image segmentation; R; software; trait analysis; GEOGRAPHIC-VARIATION; SENSITIVE CONES; STRIPE PATTERNS; VISUAL-SYSTEMS; SPECIATION; EVOLUTION; BIRDS; INFECTION; FRAMEWORK; SELECTION;
D O I
10.1111/ele.14378
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
Colour pattern variation provides biological information in fields ranging from disease ecology to speciation dynamics. Comparing colour pattern geometries across images requires colour segmentation, where pixels in an image are assigned to one of a set of colour classes shared by all images. Manual methods for colour segmentation are slow and subjective, while automated methods can struggle with high technical variation in aggregate image sets. We present recolorize, an R package toolbox for human-subjective colour segmentation with functions for batch-processing low-variation image sets and additional tools for handling images from diverse (high-variation) sources. The package also includes export options for a variety of formats and colour analysis packages. This paper illustrates recolorize for three example datasets, including high variation, batch processing and combining with reflectance spectra, and demonstrates the downstream use of methods that rely on this output.
引用
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页数:14
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