getLabHistList: Generate a list of cluster sets in CIE Lab color space

In colordistance: Distance Metrics for Image Color Similarity

Description

Applies getLabHist to every image in a provided set of image paths and/or directories containing images.

Usage

getLabHistList(
  images,
  bins = 3,
  sample.size = 10000,
  ref.white,
  from = "sRGB",
  bin.avg = TRUE,
  as.vec = FALSE,
  plotting = FALSE,
  pausing = TRUE,
  lower = c(0, 0.55, 0),
  upper = c(0.24, 1, 0.24),
  alpha.channel = TRUE,
  title = "path",
  a.bounds = c(-128, 127),
  b.bounds = c(-128, 127),
  ...
)

Arguments

images	Character vector of directories, image paths, or both.
bins	Number of bins for each channel OR a vector of length 3 with bins for each channel. Bins = 3 will result in 3^3 = 27 bins; bins = c(2, 2, 3) will result in 2 * 2 * 3 = 12 bins (2 L, 2 a, 3 b), etc.
sample.size	Numeric. How many pixels should be randomly sampled from the non-background part of the image and converted into CIE Lab coordinates? If non-numeric, all pixels will be converted, but this can be very slow (see details).
ref.white	Reference white passed to convertColorSpace. Unlike convertColor, no default is provided. See details for explanation of different reference whites.
from	Original color space of image, probably either "sRGB" or "Apple RGB", depending on your computer.
bin.avg	Logical. Should the returned color clusters be the average of the pixels in that bin (bin.avg=TRUE) or the center of the bin (FALSE)? If a bin is empty, the center of the bin is returned as the cluster color regardless.
as.vec	Logical. Should the bin sizes just be returned as a vector? Much faster if only using chisqDistance for comparison metric.
plotting	Logical. Should a histogram of the bin colors and sizes be plotted?
pausing	Logical. If plotting=T, should the function pause between graphing and wait for user to hit [enter] before continuing? Useful for data/histogram inspection.
lower, upper	RGB or HSV triplets specifying the lower and upper bounds for background pixels. Default upper and lower bounds are set to values that work well for a bright green background (RGB [0, 1, 0]). Determining these bounds may take some trial and error, but the following bounds may work for certain common background colors: Black: lower=c(0, 0, 0); upper=c(0.1, 0.1, 0.1) White: lower=c(0.8, 0.8, 0.8); upper=c(1, 1, 1) Green: lower=c(0, 0.55, 0); upper=c(0.24, 1, 0.24) Blue: lower=c(0, 0, 0.55); upper=c(0.24, 0.24, 1) If no background filtering is needed, set bounds to some non-numeric value (NULL, FALSE, "off", etc); any non-numeric value is interpreted as NULL.
alpha.channel	Logical. If available, should alpha channel transparency be used to mask background? See removeBackground for more details.
title	String for what the title the plot if plotting is on; defaults to the image name.
a.bounds, b.bounds	Numeric ranges for the a (green-red) and b (blue-yellow) channels of Lab color space. Technically, a and b have infinite range, but in practice nearly all values fall between -128 and 127 (the default). Many images will have an even narrower range than this, depending on the lighting conditions and conversion; setting narrower ranges will result in finer-scale binning, without generating empty bins at the edges of the channels.
...	Additional arguments passed to barplot.

Details

getLabHist uses convertColorSpace to convert pixels into CIE Lab coordinates, which requires a references white. There are seven CIE standardized illuminants available in colordistance (A, B, C, E, and D50, D55, and D65), but the most common are:

• "A": Standard incandescent lightbulb

• "D65": Average daylight

• "D50": Direct sunlight

Color conversions will be highly dependent on the reference white used, which is why no default is provided. Users should look into standard illuminants to choose an appropriate reference for a dataset.

Unlike RGB or HSV color spaces, the three channels of CIE Lab color space do not all range between 0 and 1; instead, L (luminance) is always between 0 and 100, and the a (green-red) and b (blue-yellow) channels generally vary between -128 and 127, but usually occupy a narrower range depending on the reference white. The exception is reference white A (standard incandescent lighting), which tends to have lower values when converting with convertColor.

Value

A list of getLabHist dataframes, 1 per image, named by image name.

Examples

images <- system.file("extdata", "Heliconius/Heliconius_B",
package="colordistance")

colordistance::getLabHistList(images, bins = 2, sample.size = 1000, ref.white
= "D65", plotting = TRUE, pausing = FALSE, lower = rep(0.8, 3), upper =
rep(1, 3), a.bounds = c(-100, 100), b.bounds = c(-127, 100), ylim = c(0, 1))

colordistance documentation built on March 21, 2021, 1:06 a.m.