529 lines
29 KiB
Plaintext
529 lines
29 KiB
Plaintext
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"source": [
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"using Formatting\n",
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"using StatsBase\n",
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"using FFTW\n",
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"using Plots"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Histogram normalized\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"5×5 Array{Int64,2}:\n",
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" 7 1 1 3 5\n",
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" 5 3 7 3 5\n",
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" 8 3 7 3 5\n",
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" 8 6 7 6 5\n",
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" 8 3 8 3 5"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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"name": "stdout",
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"text": [
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"[0.08, 0.28, 0.16, 0.08, 0.08, 0.16, 0.04, 0.12]\n",
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"Cumsum Histogram normalized\n",
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"[0.08, 0.36, 0.52, 0.6, 0.68, 0.84, 0.88, 1.0]\n",
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"Prefered Histogram\n",
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"[0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125]\n",
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"Cumsum Prefered Histogram\n",
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"[0.125, 0.25, 0.375, 0.5, 0.625, 0.75, 0.875, 1.0]\n",
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"out hist\n",
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"[0.125, 0.375, 0.625, 0.625, 0.75, 0.875, 1.0, 1.0]\n",
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"out color\n",
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"[0, 1, 2, 3, 4, 5, 6, 7]\n",
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"[1.0, 3.0, 5.0, 5.0, 6.0, 7.0, 8.0, 8.0]\n",
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"\n",
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"New Histogram\n",
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"[2, 0, 7, 0, 6, 2, 4, 4]\n",
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"New Histogram normalized\n",
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"[0.08, 0.0, 0.28, 0.0, 0.24, 0.08, 0.16, 0.16]\n",
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"New Cumsum Histogram normalized\n",
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"[0.08, 0.08, 0.36, 0.36, 0.6, 0.68, 0.84, 1.0]\n"
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]
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}
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],
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"source": [
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" I_cau1 = [\n",
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" 5 0 0 1 2\n",
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" 2 1 5 1 2\n",
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" 7 1 5 1 2\n",
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" 7 4 5 4 3\n",
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" 7 1 6 1 3\n",
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" ]\n",
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"\n",
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" hist = fit(Histogram, reshape(I_cau1, (length(I_cau1))), nbins=8).weights\n",
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" normalized_hist = hist ./ sum(hist)\n",
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" cumsum_normalized_hist = cumsum(normalized_hist)\n",
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"\n",
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" println(\"Histogram normalized\")\n",
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" println(normalized_hist)\n",
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" println(\"Cumsum Histogram normalized\")\n",
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" println(cumsum_normalized_hist)\n",
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"\n",
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" prefered_hist = fit(Histogram, 0:7, nbins=8).weights\n",
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" normalized_prefered_hist = prefered_hist ./ sum(prefered_hist)\n",
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" cumsum_normalized_prefered_hist = cumsum(normalized_prefered_hist)\n",
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"\n",
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" println(\"Prefered Histogram\")\n",
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" println(normalized_prefered_hist)\n",
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" println(\"Cumsum Prefered Histogram\")\n",
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" println(cumsum_normalized_prefered_hist)\n",
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"\n",
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" # https://dsp.stackexchange.com/questions/16166/histogram-matching-of-two-images-using-cdf\n",
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" out_hist = zeros(8)\n",
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" out_color = zeros(8)\n",
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"\n",
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" for i in 1:length(out_color)\n",
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" for k in 1:length(cumsum_normalized_prefered_hist)\n",
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" if cumsum_normalized_prefered_hist[k] - cumsum_normalized_hist[i] < 0\n",
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" continue\n",
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" end\n",
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" out_hist[i] = cumsum_normalized_prefered_hist[k]\n",
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" out_color[i] = k\n",
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" break\n",
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" end\n",
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" end\n",
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"\n",
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" println(\"out hist\")\n",
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" println(out_hist)\n",
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" println(\"out color\")\n",
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" println([i for i=0:7])\n",
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" println(out_color)\n",
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"\n",
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" for idx in CartesianIndices(I_cau1)\n",
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" newcolor = out_color[I_cau1[idx] + 1]\n",
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" I_cau1[idx] = newcolor\n",
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" end\n",
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"\n",
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" display(I_cau1)\n",
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" println()\n",
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" hist = fit(Histogram, reshape(I_cau1, (length(I_cau1))), nbins=8).weights\n",
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" normalized_hist = hist ./ sum(hist)\n",
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" cumsum_normalized_hist = cumsum(normalized_hist)\n",
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"\n",
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" println(\"New Histogram\")\n",
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" println(hist)\n",
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" println(\"New Histogram normalized\")\n",
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" println(normalized_hist)\n",
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" println(\"New Cumsum Histogram normalized\")\n",
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" println(cumsum_normalized_hist)\n"
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" 1982.43,215.436 2126.43,215.436 2126.43,167.052 1982.43,167.052 1982.43,215.436 \n",
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"# h = fit(Histogram, reshape(I_cau1, (length(I_cau1))), nbins=8)\n",
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"bar(0:length(hist)-1, hist)"
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]
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},
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},
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"execution_count": 19,
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||
"metadata": {},
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}
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||
],
|
||
"source": [
|
||
"bar(0:length(prefered_hist)-1, prefered_hist)"
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]
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||
}
|
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],
|
||
"metadata": {
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||
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