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Otsu Image Segmentation Method - Julia Implementation
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PyPlot"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import PyPlot\n",
"plt = PyPlot"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Statistics"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import Statistics\n",
"stat = Statistics"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"./circuit-board.jpg\""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"const IMG_PATH = \"./circuit-board.jpg\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"PyPlot.Figure(PyObject <Figure size 640x480 with 1 Axes>)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"PyObject <matplotlib.image.AxesImage object at 0x7ff101f6ae10>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img = plt.imread(IMG_PATH)\n",
"plt.imshow(img)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"324×640×3 Array{Int64,3}:\n",
"[:, :, 1] =\n",
" 185 204 202 204 202 202 202 205 … 201 208 195 222 182 0 8\n",
" 188 207 204 207 203 206 205 208 200 205 194 223 185 5 15\n",
" 185 203 201 203 200 202 202 204 205 210 196 224 183 2 12\n",
" 186 205 203 204 203 203 202 206 197 205 194 222 182 0 10\n",
" 188 208 205 206 204 207 205 208 200 207 194 222 180 0 8\n",
" 183 202 200 201 198 199 198 201 … 202 205 192 218 177 0 7\n",
" 178 196 195 196 194 194 193 196 203 209 196 223 182 1 11\n",
" 224 244 241 242 240 242 241 244 236 239 222 244 195 6 11\n",
" 93 95 98 99 98 97 97 97 98 89 91 93 53 11 6\n",
" 0 0 0 0 0 0 0 0 0 4 8 3 0 0 0\n",
" 184 184 185 185 185 184 184 184 … 183 186 188 180 179 181 174\n",
" 175 175 175 175 175 175 175 175 175 176 172 172 169 172 181\n",
" 0 0 0 0 0 0 0 0 6 3 3 6 0 0 4\n",
" ⋮ ⋮ ⋱ ⋮ \n",
" 185 212 199 202 202 197 202 208 203 215 196 231 187 0 10\n",
" 212 232 226 231 229 228 229 235 248 234 215 244 158 18 17\n",
" 35 45 43 45 42 41 38 43 33 31 32 48 7 0 0\n",
" 0 0 0 3 0 2 0 5 … 0 3 6 0 0 16 6\n",
" 0 3 6 6 0 4 0 4 21 9 6 4 3 9 0\n",
" 0 4 6 7 2 2 0 1 0 0 0 16 0 0 0\n",
" 89 119 118 125 124 125 126 130 121 119 116 127 71 0 0\n",
" 203 240 233 235 234 230 235 236 242 236 224 249 185 4 11\n",
" 181 203 197 201 198 196 198 200 … 203 201 195 221 175 6 9\n",
" 185 206 200 205 203 201 204 204 206 204 197 223 176 7 10\n",
" 186 207 201 206 203 203 205 205 208 205 198 223 177 7 9\n",
" 185 208 201 205 203 202 203 205 208 205 198 223 176 6 8\n",
"\n",
"[:, :, 2] =\n",
" 196 210 202 204 204 206 204 203 … 205 201 209 209 192 123 139\n",
" 192 207 200 201 201 204 201 202 201 198 206 208 194 125 143\n",
" 196 209 203 203 204 206 204 204 206 200 208 209 192 122 139\n",
" 197 209 203 204 205 207 204 204 203 200 208 209 192 122 138\n",
" 192 206 199 200 200 203 199 199 206 202 210 211 195 126 141\n",
" 200 214 206 207 207 210 207 207 … 203 198 206 207 192 124 141\n",
" 193 207 199 200 200 203 199 200 197 193 204 206 192 124 142\n",
" 207 221 214 215 214 216 214 214 221 217 223 221 199 125 138\n",
" 164 166 169 170 169 168 168 168 175 168 170 174 147 124 134\n",
" 107 109 111 111 111 110 110 110 104 109 113 110 112 122 132\n",
" 199 199 200 200 200 199 199 199 … 196 195 197 195 198 200 190\n",
" 194 194 194 194 194 194 194 194 198 191 191 199 199 195 197\n",
" 121 121 120 121 121 122 122 122 123 116 118 127 124 118 120\n",
" ⋮ ⋮ ⋱ ⋮ \n",
" 194 216 201 204 206 201 202 204 198 205 199 210 203 116 138\n",
" 202 219 210 215 217 216 213 215 215 211 209 234 189 124 140\n",
" 140 145 140 144 142 144 138 140 140 145 142 154 134 127 140\n",
" 129 127 124 127 127 133 128 132 … 120 137 128 119 136 132 134\n",
" 142 140 137 137 136 141 136 140 136 142 128 136 149 131 132\n",
" 121 128 124 125 122 125 118 119 125 123 117 130 120 132 139\n",
" 153 176 168 171 173 175 175 176 169 173 178 174 146 135 142\n",
" 202 230 216 215 214 213 215 214 213 210 219 226 201 121 139\n",
" 193 209 199 203 202 202 202 200 … 198 198 203 206 196 122 140\n",
" 196 212 202 205 205 205 206 204 201 201 205 208 197 123 141\n",
" 195 211 201 204 205 205 205 203 203 202 206 208 198 123 140\n",
" 194 210 199 203 203 202 203 201 203 202 206 208 197 122 139\n",
"\n",
"[:, :, 3] =\n",
" 192 208 202 204 203 205 203 204 … 206 209 196 216 191 57 87\n",
" 191 207 201 203 202 205 202 204 203 206 194 215 193 61 92\n",
" 192 207 202 203 203 205 203 204 208 209 196 216 191 58 88\n",
" 193 208 203 204 204 206 203 205 203 207 195 216 191 57 87\n",
" 191 207 201 202 201 204 201 202 206 209 197 217 192 59 88\n",
" 194 210 204 205 204 206 204 205 … 205 206 193 213 189 57 88\n",
" 188 203 198 199 198 200 197 199 201 204 193 214 191 59 90\n",
" 213 229 223 224 223 225 223 224 228 230 215 231 200 61 87\n",
" 134 136 139 140 139 138 138 138 143 136 138 141 110 80 85\n",
" 35 37 39 39 39 38 38 38 35 40 44 40 41 48 55\n",
" 194 194 195 195 195 194 194 194 … 189 192 194 190 194 196 187\n",
" 188 188 188 188 188 188 188 188 188 184 185 190 191 189 194\n",
" 54 54 53 54 54 55 55 55 55 50 51 60 56 51 55\n",
" ⋮ ⋮ ⋱ ⋮ \n",
" 191 215 200 203 205 200 202 205 202 213 204 219 193 64 79\n",
" 211 229 221 226 227 226 224 227 222 217 209 233 171 76 85\n",
" 84 91 87 90 88 89 84 87 94 96 95 108 81 70 79\n",
" 74 73 72 75 73 79 74 79 … 66 76 69 60 75 83 83\n",
" 94 94 93 93 90 95 90 94 81 79 69 76 86 80 78\n",
" 55 65 63 64 60 62 56 58 69 66 64 79 66 77 81\n",
" 119 144 139 143 144 146 146 148 145 149 153 154 113 76 79\n",
" 207 238 226 226 225 223 226 226 218 219 223 234 190 69 80\n",
" 189 207 198 202 201 200 201 200 … 202 205 192 213 191 59 88\n",
" 192 210 201 205 204 204 205 204 205 208 194 215 192 60 89\n",
" 192 210 201 205 204 204 205 204 207 209 195 215 193 60 88\n",
" 191 209 200 204 203 202 203 202 207 209 195 215 192 59 87"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img = convert(Array, img.tolist())"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"207360-element Array{Int64,1}:\n",
" 185\n",
" 188\n",
" 185\n",
" 186\n",
" 188\n",
" 183\n",
" 178\n",
" 224\n",
" 93\n",
" 0\n",
" 184\n",
" 175\n",
" 0\n",
" ⋮\n",
" 10\n",
" 17\n",
" 0\n",
" 6\n",
" 0\n",
" 0\n",
" 0\n",
" 11\n",
" 9\n",
" 10\n",
" 9\n",
" 8"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"first_filter = vec(img[:, :, 1])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"PyPlot.Figure(PyObject <Figure size 640x480 with 1 Axes>)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"([143465.0, 5406.0, 3913.0, 3711.0, 4051.0, 3610.0, 4260.0, 11079.0, 12343.0, 15522.0], [0.0, 25.5, 51.0, 76.5, 102.0, 127.5, 153.0, 178.5, 204.0, 229.5, 255.0], PyCall.PyObject[PyObject <matplotlib.patches.Rectangle object at 0x7ff100b09780>, PyObject <matplotlib.patches.Rectangle object at 0x7ff101c19eb8>, PyObject <matplotlib.patches.Rectangle object at 0x7ff100b09d68>, PyObject <matplotlib.patches.Rectangle object at 0x7ff100b09e80>, PyObject <matplotlib.patches.Rectangle object at 0x7ff100b18438>, PyObject <matplotlib.patches.Rectangle object at 0x7ff100b18780>, PyObject <matplotlib.patches.Rectangle object at 0x7ff100b18ac8>, PyObject <matplotlib.patches.Rectangle object at 0x7ff100b18e10>, PyObject <matplotlib.patches.Rectangle object at 0x7ff100b18f28>, PyObject <matplotlib.patches.Rectangle object at 0x7ff1005e34e0>])"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.hist(first_filter)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"207360"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"length(first_filter)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"prob_for_intensity (generic function with 1 method)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prob_for_intensity(i::Int) = i => count(x -> x == i, first_filter)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"get_W (generic function with 1 method)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function get_W(probs::Dict{Int, Int}, filter_pred)\n",
" function _get_W(L::Int)\n",
" M = length(probs)\n",
" lower_than_L = filter(filter_pred(L), probs)\n",
" if length(lower_than_L) > 0\n",
" return L => mapreduce(i -> i.second, +, lower_than_L) / M\n",
" else\n",
" return L => 0\n",
" end\n",
" end\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"class_mean (generic function with 1 method)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function class_mean(probs::Dict{Int, Int}, filter_pred)\n",
" function _class_mean(L::Int)\n",
" M = length(probs)\n",
" lower_than_L = filter(filter_pred(L), probs)\n",
" if length(lower_than_L) > 0\n",
" total_freq = mapreduce(i -> i.second, +, lower_than_L)\n",
" total_intes = mapreduce(i -> i.first * i.second, +, lower_than_L)\n",
" return L => total_intes / total_freq\n",
" else\n",
" return L => 0\n",
" end\n",
" end\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"class_var (generic function with 1 method)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function class_var(probs::Dict{Int, Int}, class_mean, filter_pred)\n",
" function _class_var(L::Int)\n",
" M = length(probs)\n",
" lower_than_L = filter(filter_pred(L), probs)\n",
" if length(lower_than_L) > 0\n",
" total_freq = mapreduce(i -> i.second, +, lower_than_L)\n",
" total_var = mapreduce(i -> (i.first - class_mean[i.first]) ^ 2 * i.second, +, lower_than_L)\n",
" return L => total_var / total_freq\n",
" else\n",
" return L => 0\n",
" end\n",
" end\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"a_filter_pred (generic function with 1 method)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"b_filter_pred(L) = x -> L <= x.first < 255\n",
"a_filter_pred(L) = x -> 0 < x.first < L"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"interclass_variance (generic function with 1 method)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function interclass_variance((Wa, var_a, Wb, var_b))\n",
" return Wa.first => Wa.second * var_a.second + Wb.second * var_b.second\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Otsu (generic function with 1 method)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function Otsu(image)\n",
" frequencies = Dict(prob_for_intensity.(Set(image)))\n",
" intensities = Set(image)\n",
" \n",
" wb = get_W(frequencies, b_filter_pred).(intensities) |> Dict\n",
" wa = get_W(frequencies, a_filter_pred).(intensities) |> Dict\n",
" \n",
" mean_b = class_mean(frequencies, b_filter_pred).(intensities) |> Dict\n",
" mean_a = class_mean(frequencies, a_filter_pred).(intensities) |> Dict\n",
" \n",
" var_b = class_var(frequencies, mean_b, b_filter_pred).(intensities) |> Dict\n",
" var_a = class_var(frequencies, mean_a, a_filter_pred).(intensities) |> Dict\n",
" \n",
" all_interclass_var = interclass_variance.(zip(wa, var_a, wb, var_b)) |> Dict\n",
" \n",
" best_threshold = argmin(all_interclass_var)\n",
" \n",
" temp_img = copy(img[:, :, 1])\n",
" temp_img[temp_img .< best_threshold] .= 0\n",
" temp_img[temp_img .>= best_threshold] .= 1\n",
" \n",
" return temp_img\n",
"end"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Done!"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"PyPlot.Figure(PyObject <Figure size 640x480 with 1 Axes>)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"PyObject <matplotlib.image.AxesImage object at 0x7ff101bc8978>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.imshow(Otsu(first_filter))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.1.1",
"language": "julia",
"name": "julia-1.1"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.1.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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