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library(tidyverse) | |
# from https://github.com/matsukik/grt/blob/master/R/gaborPatch.R | |
gaborPatchTidy <- function( | |
spatial_frequency, | |
orientation_degrees = 0, | |
orientation_radians = (orientation_degrees * pi)/180, | |
peak_contrast = 1, | |
sigma = 1/6, # same for x and y | |
psi = 0, | |
npoints = 500, | |
trim = 0, | |
trim.col = .5, | |
range = 0.66, # negative to positive | |
color_low = "black", | |
color_middle = "#808080", | |
color_high = "white", | |
colors = c(color_low, color_middle, color_high) # color values from low to high) | |
){ | |
# initialize the grid of pixels | |
data = expand_grid( | |
x = seq(-range, range, length.out = npoints), | |
y = seq(-range, range, length.out = npoints), | |
) | |
# value to color conversion function | |
ramp = colorRamp(colors, alpha=TRUE) | |
value_to_color = function(x) rgb(ramp(x)/255) | |
data = data %>% | |
mutate(xt = x * cos(orientation_radians) + y * sin(orientation_radians)) %>% | |
mutate(yt = -x * sin(orientation_radians) + y * cos(orientation_radians)) %>% | |
mutate(wave = peak_contrast * sin(2*pi*xt*spatial_frequency + psi)) %>% | |
mutate(gauss = exp( -.5 *( (xt/sigma)^2 + (yt/sigma)^2 ))) %>% | |
mutate(gabor = ifelse(gauss < trim, trim.col*2 - 1, wave * gauss)) %>% | |
mutate(gabor_color = value_to_color(gabor*.5 + .5)) | |
#return | |
data %>% select(-xt, -yt, -wave, -gauss) | |
} | |
# iris | |
eye = gaborPatchTidy(5, -30, npoints=1000, range=0.5, psi=-pi/2, | |
colors=hsv(c(200,200,200,200,200,200,180,200,200,200)/360, .7, seq(0,1,length.out=10))) | |
eye %>% | |
mutate(r = sqrt(x*x + y*y)) %>% | |
mutate(theta = atan2(y, x)) %>% | |
# pupil | |
mutate(color = ifelse(r < .1, "black", gabor_color)) %>% | |
# sclera | |
mutate(color = ifelse(r > .4, "white", color)) %>% | |
# lower lid | |
mutate(color = ifelse(sqrt(x*x +(y-1)^2)>1.38, "black", color)) %>% | |
mutate(color = ifelse(sqrt(x*x +(y-1)^2)>1.4, "#808080", color)) %>% | |
# upper lid | |
mutate(color = ifelse(sqrt(x*x +(y+2)^2)>2.3, "black", color)) %>% | |
mutate(color = ifelse(sqrt(x*x +(y+2)^2)>2.32, "#808080", color)) %>% | |
# plot | |
ggplot() + | |
aes(x=x,y=y, fill=color) + | |
geom_raster() + | |
scale_fill_identity() + | |
scale_x_continuous(expand = c(0,0)) + | |
scale_y_continuous(expand = c(0,0)) + | |
coord_fixed(ratio=1) + | |
theme_void() | |
# save | |
ragg::agg_png("~/gabor.png", width=1000, height = 1000) | |
last_plot() | |
dev.off() |
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