Layer Compositing
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This demonstration shows how the layer version alpha compositing can be done in 10 lines of code using OffsetArrays and PaddedViews. If you are looking for more well-organized utilities, ColorBlendModes provides the definitions and compositing operations of the blend modes.
using Images
using OffsetArrays # provide `OffsetArray`
1. basic offset and pad operation
Assume that we have two objects with transparent color and we want to place them on a canvas with partially overlapping.
red_patch = fill(RGBA(1., 0., 0., 1), 24, 24)
green_patch = fill(RGBA(0., 1., 0., 1), 32, 32)
mosaicview(red_patch, green_patch; npad=20, nrow=1, fillvalue=colorant"white")
Assume the canvas axes starts from (1, 1)
, here we keep the red patch unshifted, and shift the green patch 6 pixels downward and 16 pixels rightward, and then pad them to a common axes
green_o = OffsetArray(green_patch, 6, 16)
r, g = paddedviews(Gray(0.2), red_patch, green_o)
mosaicview(r, g; npad=20, nrow=1, fillvalue=colorant"white")
Note that their axes and sizes are changed after shifting and padding:
# Regardless of implementaion details, `Base.OneTo(32)` is mostly equivalent to `1:32`
println("before shifting -- size: ", size(green_patch), " axes: ", axes(green_patch))
println("after shifting -- size: ", size(green_o), " axes: ", axes(green_o))
println("after padding -- size: ", size(g), " axes: ", axes(g))
before shifting -- size: (32, 32) axes: (Base.OneTo(32), Base.OneTo(32))
after shifting -- size: (32, 32) axes: (OffsetArrays.IdOffsetRange(values=7:38, indices=7:38), OffsetArrays.IdOffsetRange(values=17:48, indices=17:48))
after padding -- size: (38, 48) axes: (Base.IdentityUnitRange(1:38), Base.IdentityUnitRange(1:48))
Axes are preserved after padding, which means you can easily get original image from padded results using
r[axes(red_patch)...]
g[axes(green_o)...]
As described here, there are several compositing methods:
# add operation
out_add = r .+ g
# clear operation
out_clear = copy(r)
out_clear[axes(green_o)...] .= colorant"black"
# multiply operation
out_mul = copy(r)
# channel-wise multiplication
channelview(out_mul)[:, axes(green_o)...] .*= channelview(green_o)
# overlap operation
out_over = copy(r)
out_over[axes(green_o)...] .= green_o
# display the results of these operation
mosaicview(out_add, out_clear, out_mul, out_over;
npad=20, nrow=1, fillvalue=colorant"white")
2. build the three-primary color panel
Now, let’s use the same trick to build something more meaningful. First we create three circles with colors red, green and blue
using ImageDraw
function make_circle(sz, c::T) where T
# fill with transparent color to avoid black region
fillvalue = ARGB(c)
img = fill(ARGB{eltype(T)}(0., 0., 0., 0.), sz...)
origin = sz .÷ 2
r = sz .÷ 4
draw!(img, Ellipse(origin..., r...), fillvalue)
img
end
# create three circles with color red, green and blue
red_c = make_circle((256, 256), ARGB(1., 0., 0., 1.))
green_c = make_circle((256, 256), ARGB(0., 1., 0., 1.))
blue_c = make_circle((256, 256), ARGB(0., 0., 1., 1.))
mosaicview(red_c, green_c, blue_c; nrow=1)
Then, shift these circles to appropriate positions, pad them to common axes, and finally composite using the add operation:
r = size(red_c, 1) ÷ 8
red_o = OffsetArray(red_c, r, r)
green_o = OffsetArray(green_c, -r, 0)
blue_o = OffsetArray(blue_c, r, -r)
color_panel = sum(paddedviews(zero(eltype(red_o)), red_o, green_o, blue_o))
color_panel = color_panel[axes(red_c)...] # crop empty region
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