Lesson 3/11 and moved eigenfaces folder from 29/9 lesson folder
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11-3/Katharine_Hepburn_publicity_photograph.jpg
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11-3/lesson.ipynb
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11-3/readyjalefaces_to_tensor.jl
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using Images, GIFImages
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function readyalefaces_to_tensor(str::String="all")::Tuple{Array, Array{String}}
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# output (F, descr)
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nindividuals = 15
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if str == "easy"
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extensions = ["happy", "normal", "sad", "sleepy", "surprised", "wink"]
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elseif str == "easy-nowink"
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extensions = ["happy", "normal", "sad", "sleepy", "surprised"]
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elseif str == "nowink"
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extensions = ["centerlight", "glasses", "happy", "leftlight", "noglasses", "normal", "rightlight", "sad", "sleepy", "surprised"]
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elseif str == "hard" || str == "all"
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extensions = ["centerlight", "glasses", "happy", "leftlight", "noglasses", "normal", "rightlight", "sad", "sleepy", "surprised", "wink"]
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else
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throw(ArgumentError("unknown selector"))
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end
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F = Array{Float32}(undef, (243, 320, length(extensions), nindividuals))
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for i ∈ 1:nindividuals
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basename = "yalefaces/subject"
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if i < 10
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basename *= "0" * string(i)
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else
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basename *= string(i)
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end
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for j = 1:length(extensions)
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fullname = basename * "." * extensions[j] * ".gif"
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X = Gray.(gif_decode(fullname))
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F[:, :, j, i] = X[:,:,1] # just the first frame of the gif (should have only one in total)
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end
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end
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descr = extensions
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(F, descr)
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end
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11-3/showyalefaces.jl
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include("readyjalefaces_to_tensor.jl")
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using Plots, Plots.PlotMeasures, ColorSchemes
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(X, _) = readyalefaces_to_tensor()
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# X = X[:,:,1:4,[12,9,6,1]]; # filters out only some faces
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(w, h, expr, ind) = size(X)
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function showyalefaces()::Plots.Plot
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plts = Array{Plots.Plot}(undef, expr, ind)
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for i ∈ 1:expr
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for j ∈ 1:ind
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plts[i, j] = heatmap(X[:, :, i, j],
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leg = false,
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ticks = nothing,
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yflip=true,
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c = cgrad(:dense, rev = true)
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)
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end
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end
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l = @layout [
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grid(ind, expr)
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]
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plot(plts..., layout = l, margin = -2mm)
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end
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