farver

High Performance Colourspace Manipulation in R

133
14
R

output: github_document

farver

R-CMD-check
CRAN_Status_Badge
CRAN_Download_Badge
Codecov test coverage

knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>",
  fig.path = "man/figures/README-"
)

The goal of farver is to provide very fast, vectorised functions for
conversion of colours between different colour spaces, colour comparisons
(distance between colours), encoding/decoding, and channel manipulation in
colour strings. To this end it provides an interface to a modified
version of the ColorSpace C++
library developed by Berendea Nicolae.

Installation

farver can be installed from CRAN using install.packages('farver'). The
development version can be installed from Github using devtools:

# install.packages('devtools')
devtools::install_github('thomasp85/farver')

Use

farver provides an alternative to the grDevices::rgb() and
grDevices::col2rgb() for encoding and decoding colours strings. The farver
functions are superficially equivalent but provides a uniform output format, and
the option to encode and decode directly from/to other colour spaces.

library(farver)

codes <- rainbow(10)
codes

spectrum <- decode_colour(codes)
spectrum

encode_colour(spectrum)

It also provides an alternative to grDevices::convertColor() to switch between
colours spaces. If the origin is a colour string it is possible to decode
directly into the given colour space. Conversely, if the endpoint is a colour
string it is also possible to encode directly from a given colour space.

spectrum_lab <- convert_colour(spectrum, 'rgb', 'lab')
spectrum_lab

decode_colour(codes, to = 'lab')

encode_colour(spectrum_lab, from = 'lab')

If colours are given as strings, manipulation of channels will normally require
decoding, conversion to the correct colour space, manipulation of the given
channel, converting back to rgb and the encoding to string. farver provides a
range of functions that allow you to change any channel in the supported spaces
directly in colour strings:

# Add a value to the channel
add_to_channel(codes, channel = 'l', value = 1:10, space = 'lab')

# Set a channel to a specific value
set_channel(codes, 'alpha', c(0.3, 0.7))

# Limit a channel to a given value
cap_channel(codes, 'r', 200)

Lastly, farver also provides utilities for calculating the distance between
colours, based on a range of different measures

spectrum2 <- t(col2rgb(heat.colors(10)))

compare_colour(spectrum, spectrum2, 'rgb', method = 'cie2000')[1:6, 1:6]

Supported colour spaces

farver currently supports the following colour spaces:

  • CMY
  • CMYK
  • HSL
  • HSB
  • HSV
  • CIE L*AB
  • Hunter LAB
  • OK LAB
  • LCH(ab)
  • LCH(uv)
  • LCH(OK)
  • LUV
  • RGB
  • XYZ
  • YXY

Supported distance measures

farver supports the following colour distance metrics

  • Euclidean
  • CIE1976
  • CIE94
  • CIE2000
  • CMC

White References

farver allows you to set the white point for relative colour spaces, either
based on a standard illuminant (A-F series supported) or by specifying
chromaticity coordinates or tristimulus values directly

Benchmark

farver is faster than its grDevices counterpart but less so than it was at
its first release, as the colour conversion in grDevices has been improved
since.

library(ggplot2)
test <- matrix(runif(300000, min = 0, max = 255), ncol = 3)
timing <- bench::mark(
  farver = convert_colour(test, 'rgb', 'lab'),
  grDevices = convertColor(test, 'sRGB', 'Lab', scale.in = 255), 
  check = FALSE,
  min_iterations = 100
)
plot(timing, type = 'ridge')

Still, if the start- and/or endpoint are colour strings the ability
to decode and encode directly from/to any colour space will give a huge speed
up.

colour_strings <- colours()
timing <- bench::mark(
  farver = decode_colour(colour_strings, to = 'lab'),
  grDevices = convertColor(t(col2rgb(colour_strings)), 'sRGB', 'Lab', scale.in = 255), 
  check = FALSE,
  min_iterations = 100
)
plot(timing, type = 'ridge')

Code of Conduct

Please note that the ‘farver’ project is released with a
Contributor Code of Conduct.
By contributing to this project, you agree to abide by its terms.