825 lines
528 KiB
Plaintext
825 lines
528 KiB
Plaintext
|
{
|
|||
|
|
"cells": [
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 27,
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"using Images\n",
|
|||
|
|
"using TestImages\n",
|
|||
|
|
"using FileIO\n",
|
|||
|
|
"using Colors\n",
|
|||
|
|
"using ImageFeatures\n",
|
|||
|
|
"using Formatting\n",
|
|||
|
|
"using Plots\n",
|
|||
|
|
"using DSP"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 28,
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"hough (generic function with 1 method)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 28,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"function hough(img)\n",
|
|||
|
|
" rows, cols = size(img)\n",
|
|||
|
|
" D = round(Int32, sqrt(rows ^ 2 + cols ^ 2))\n",
|
|||
|
|
" rhos = -D:1:D\n",
|
|||
|
|
" thetas = deg2rad.(-90:1:90)\n",
|
|||
|
|
"\n",
|
|||
|
|
" A = zeros(Int32, length(rhos), length(thetas))\n",
|
|||
|
|
" sins, coss = sin.(thetas), cos.(thetas)\n",
|
|||
|
|
" \n",
|
|||
|
|
" for idx in CartesianIndices(img)\n",
|
|||
|
|
" if img[idx] == 0\n",
|
|||
|
|
" # 0 or false\n",
|
|||
|
|
" continue\n",
|
|||
|
|
" end\n",
|
|||
|
|
"\n",
|
|||
|
|
" y, x = Tuple(idx)\n",
|
|||
|
|
" for thetaIdx in 1:length(thetas)\n",
|
|||
|
|
" rho = x * coss[thetaIdx] + y * sins[thetaIdx]\n",
|
|||
|
|
" rho = round(Int32, rho)\n",
|
|||
|
|
" A[rho + D, thetaIdx] += 1\n",
|
|||
|
|
" end\n",
|
|||
|
|
" end\n",
|
|||
|
|
" \n",
|
|||
|
|
" rowsA, colsA = size(A)\n",
|
|||
|
|
" for idx in CartesianIndices(A)\n",
|
|||
|
|
" y, x = Tuple(idx)\n",
|
|||
|
|
" if x == 1 || y == 1 || x == colsA || y == rowsA\n",
|
|||
|
|
" continue\n",
|
|||
|
|
" end\n",
|
|||
|
|
" C = A[idx]\n",
|
|||
|
|
" C1 = (C < A[y - 1, x - 1]) || (C < A[y - 1, x])\n",
|
|||
|
|
" C2 = (C < A[y - 1, x + 1]) || (C < A[y, x + 1])\n",
|
|||
|
|
" C3 = (C < A[y + 1, x + 1]) || (C < A[y + 1, x])\n",
|
|||
|
|
" C4 = (C < A[y + 1, x - 1]) || (C < A[y, x - 1])\n",
|
|||
|
|
" if C1 || C2 || C3 || C4\n",
|
|||
|
|
" A[idx] = 0\n",
|
|||
|
|
" end\n",
|
|||
|
|
" end\n",
|
|||
|
|
"\n",
|
|||
|
|
" A, rhos, thetas\n",
|
|||
|
|
"end\n"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 29,
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"651×1004 Array{Gray{Float64},2} with eltype Gray{Float64}:\n",
|
|||
|
|
" Gray{Float64}(0.00389093) … Gray{Float64}(0.00389093)\n",
|
|||
|
|
" Gray{Float64}(0.0194547) Gray{Float64}(0.0194547) \n",
|
|||
|
|
" Gray{Float64}(0.0428002) Gray{Float64}(0.0428002) \n",
|
|||
|
|
" Gray{Float64}(0.058364) Gray{Float64}(0.058364) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) … Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) … Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) Gray{Float64}(0.0622549) \n",
|
|||
|
|
" ⋮ ⋱ \n",
|
|||
|
|
" Gray{Float64}(0.0622549) Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) … Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) … Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.0622549) Gray{Float64}(0.0622549) \n",
|
|||
|
|
" Gray{Float64}(0.058364) Gray{Float64}(0.058364) \n",
|
|||
|
|
" Gray{Float64}(0.0428002) Gray{Float64}(0.0428002) \n",
|
|||
|
|
" Gray{Float64}(0.0194547) Gray{Float64}(0.0194547) \n",
|
|||
|
|
" Gray{Float64}(0.00389093) … Gray{Float64}(0.00389093)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"653×1006 Array{Gray{Float64},2} with eltype Gray{Float64}:\n",
|
|||
|
|
" Gray{Float64}(-0.00389093) … Gray{Float64}(0.00389093)\n",
|
|||
|
|
" Gray{Float64}(-0.0272365) Gray{Float64}(0.0272365) \n",
|
|||
|
|
" Gray{Float64}(-0.0856005) Gray{Float64}(0.0856005) \n",
|
|||
|
|
" Gray{Float64}(-0.163419) Gray{Float64}(0.163419) \n",
|
|||
|
|
" Gray{Float64}(-0.221783) Gray{Float64}(0.221783) \n",
|
|||
|
|
" Gray{Float64}(-0.245129) … Gray{Float64}(0.245129) \n",
|
|||
|
|
" Gray{Float64}(-0.24902) Gray{Float64}(0.24902) \n",
|
|||
|
|
" Gray{Float64}(-0.24902) Gray{Float64}(0.24902) \n",
|
|||
|
|
" Gray{Float64}(-0.24902) Gray{Float64}(0.24902) \n",
|
|||
|
|
" Gray{Float64}(-0.24902) Gray{Float64}(0.24902) \n",
|
|||
|
|
" Gray{Float64}(-0.24902) … Gray{Float64}(0.24902) \n",
|
|||
|
|
" Gray{Float64}(-0.24902) Gray{Float64}(0.24902) \n",
|
|||
|
|
" Gray{Float64}(-0.24902) Gray{Float64}(0.24902) \n",
|
|||
|
|
" ⋮ ⋱ ⋮ \n",
|
|||
|
|
" Gray{Float64}(-0.24902) Gray{Float64}(0.24902) \n",
|
|||
|
|
" Gray{Float64}(-0.24902) Gray{Float64}(0.24902) \n",
|
|||
|
|
" Gray{Float64}(-0.24902) Gray{Float64}(0.24902) \n",
|
|||
|
|
" Gray{Float64}(-0.24902) Gray{Float64}(0.24902) \n",
|
|||
|
|
" Gray{Float64}(-0.24902) … Gray{Float64}(0.24902) \n",
|
|||
|
|
" Gray{Float64}(-0.24902) Gray{Float64}(0.24902) \n",
|
|||
|
|
" Gray{Float64}(-0.245129) Gray{Float64}(0.245129) \n",
|
|||
|
|
" Gray{Float64}(-0.221783) Gray{Float64}(0.221783) \n",
|
|||
|
|
" Gray{Float64}(-0.163419) Gray{Float64}(0.163419) \n",
|
|||
|
|
" Gray{Float64}(-0.0856005) … Gray{Float64}(0.0856005) \n",
|
|||
|
|
" Gray{Float64}(-0.0272365) Gray{Float64}(0.0272365) \n",
|
|||
|
|
" Gray{Float64}(-0.00389093) Gray{Float64}(0.00389093)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"653×1006 Array{Gray{Float64},2} with eltype Gray{Float64}:\n",
|
|||
|
|
" Gray{Float64}(0.00389093) … Gray{Float64}(0.00389093) \n",
|
|||
|
|
" Gray{Float64}(0.0194547) Gray{Float64}(0.0194547) \n",
|
|||
|
|
" Gray{Float64}(0.0389093) Gray{Float64}(0.0389093) \n",
|
|||
|
|
" Gray{Float64}(0.0389093) Gray{Float64}(0.0389093) \n",
|
|||
|
|
" Gray{Float64}(0.0194547) Gray{Float64}(0.0194547) \n",
|
|||
|
|
" Gray{Float64}(0.00389093) … Gray{Float64}(0.00389093) \n",
|
|||
|
|
" Gray{Float64}(-2.65822e-16) Gray{Float64}(-3.85526e-16)\n",
|
|||
|
|
" Gray{Float64}(0.0) Gray{Float64}(-1.12255e-16)\n",
|
|||
|
|
" Gray{Float64}(2.54746e-16) Gray{Float64}(2.71234e-16) \n",
|
|||
|
|
" Gray{Float64}(-2.07673e-16) Gray{Float64}(-2.74454e-16)\n",
|
|||
|
|
" Gray{Float64}(0.0) … Gray{Float64}(-1.18082e-16)\n",
|
|||
|
|
" Gray{Float64}(-5.53795e-17) Gray{Float64}(2.55528e-16) \n",
|
|||
|
|
" Gray{Float64}(1.43987e-16) Gray{Float64}(3.08044e-16) \n",
|
|||
|
|
" ⋮ ⋱ ⋮ \n",
|
|||
|
|
" Gray{Float64}(9.69141e-17) Gray{Float64}(4.10241e-16) \n",
|
|||
|
|
" Gray{Float64}(4.70726e-17) Gray{Float64}(-1.42434e-16)\n",
|
|||
|
|
" Gray{Float64}(-9.97696e-17) Gray{Float64}(-1.50949e-16)\n",
|
|||
|
|
" Gray{Float64}(1.78253e-16) Gray{Float64}(2.84823e-16) \n",
|
|||
|
|
" Gray{Float64}(-1.50887e-16) … Gray{Float64}(-5.30807e-16)\n",
|
|||
|
|
" Gray{Float64}(1.78047e-16) Gray{Float64}(-8.47325e-18)\n",
|
|||
|
|
" Gray{Float64}(-0.00389093) Gray{Float64}(-0.00389093) \n",
|
|||
|
|
" Gray{Float64}(-0.0194547) Gray{Float64}(-0.0194547) \n",
|
|||
|
|
" Gray{Float64}(-0.0389093) Gray{Float64}(-0.0389093) \n",
|
|||
|
|
" Gray{Float64}(-0.0389093) … Gray{Float64}(-0.0389093) \n",
|
|||
|
|
" Gray{Float64}(-0.0194547) Gray{Float64}(-0.0194547) \n",
|
|||
|
|
" Gray{Float64}(-0.00389093) Gray{Float64}(-0.00389093) "
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"653×1006 Array{Gray{N0f8},2} with eltype Gray{Normed{UInt8,8}}:\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(0.0) … Gray{N0f8}(0.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(0.0) Gray{N0f8}(0.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) … Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) … Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" ⋮ ⋱ ⋮ \n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) … Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(1.0) … Gray{N0f8}(1.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(0.0) Gray{N0f8}(0.0) Gray{N0f8}(0.0)\n",
|
|||
|
|
" Gray{N0f8}(0.0) Gray{N0f8}(0.0) Gray{N0f8}(0.0) Gray{N0f8}(0.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"gaussian_kernel = [\n",
|
|||
|
|
" 1 4 6 4 1\n",
|
|||
|
|
" 4 16 24 16 4\n",
|
|||
|
|
" 6 24 36 24 6\n",
|
|||
|
|
" 4 16 24 16 4\n",
|
|||
|
|
" 1 4 6 4 1\n",
|
|||
|
|
"] ./ 256\n",
|
|||
|
|
"\n",
|
|||
|
|
"sobel_x_kernel = [\n",
|
|||
|
|
" -1 0 1\n",
|
|||
|
|
" -2 0 2\n",
|
|||
|
|
" -1 0 1\n",
|
|||
|
|
"]\n",
|
|||
|
|
"sobel_y_kernel = rotl90(sobel_x_kernel)\n",
|
|||
|
|
"\n",
|
|||
|
|
"img = load(\"../images/bangdiem.png\")\n",
|
|||
|
|
"img_gray = Float64.(Gray.(img))\n",
|
|||
|
|
"sobel_x_kernel = Float64.(sobel_x_kernel)\n",
|
|||
|
|
"sobel_y_kernel = Float64.(sobel_y_kernel)\n",
|
|||
|
|
"\n",
|
|||
|
|
"img_blur = conv2(img_gray, gaussian_kernel)\n",
|
|||
|
|
"img_edge_x = conv2(img_blur, sobel_x_kernel)\n",
|
|||
|
|
"img_edge_y = conv2(img_blur, sobel_y_kernel)\n",
|
|||
|
|
"\n",
|
|||
|
|
"img_edge = round.(Int32, sqrt.((img_edge_x .^ 2) .+ (img_edge_y .^ 2)))\n",
|
|||
|
|
"img_edge[img_edge .> 0] .= 1\n",
|
|||
|
|
"img_bool = zeros(Bool, size(img_edge))\n",
|
|||
|
|
"img_bool[img_edge .> 0] .= true\n",
|
|||
|
|
"\n",
|
|||
|
|
"display(Gray.(img_blur))\n",
|
|||
|
|
"display(Gray.(img_edge_x))\n",
|
|||
|
|
"display(Gray.(img_edge_y))\n",
|
|||
|
|
"display(Gray.(img_edge))\n",
|
|||
|
|
"# display(img_bool)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 30,
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-652, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-651, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-650, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-6, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-5, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-4, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(2, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(3, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(4, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(648, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(649, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(650, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-653, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-3, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(1, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(651, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-157, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(155, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-158, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(156, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-199, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(197, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-200, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(198, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-198, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(196, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-638, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(636, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-297, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(295, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-394, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(392, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-443, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(441, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-541, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(539, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-248, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(246, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-492, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(490, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-590, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(588, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-589, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(587, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-155, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(153, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(-197, -90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(195, 90.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(2, 0.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"(3, 0.0)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"# using LinearAlgebra\n",
|
|||
|
|
"# sample = zeros(Int32, 50,50)\n",
|
|||
|
|
"# sample[10:39, 10:39] = I(30)\n",
|
|||
|
|
"# sample = zeros(Int32, 30, 30)\n",
|
|||
|
|
"# sample[25,5] = 1\n",
|
|||
|
|
"# sample[10,20] = 1\n",
|
|||
|
|
"# acc, r, t = hough(sample)\n",
|
|||
|
|
"# img = Gray.(sample)\n",
|
|||
|
|
"\n",
|
|||
|
|
"acc, rhos, thetas = hough(img_edge)\n",
|
|||
|
|
"\n",
|
|||
|
|
"for i in 1:50\n",
|
|||
|
|
" r_idx, t_idx = Tuple(argmax(acc))\n",
|
|||
|
|
" acc[r_idx, t_idx] = 0\n",
|
|||
|
|
" display((rhos[r_idx], rad2deg(thetas[t_idx])))\n",
|
|||
|
|
"end"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 31,
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"39-element Array{Tuple{Float64,Float64},1}:\n",
|
|||
|
|
" (3.0, 1.5707963267948966) \n",
|
|||
|
|
" (649.0, 1.5707963267948966)\n",
|
|||
|
|
" (155.0, 1.5756147204353717)\n",
|
|||
|
|
" (152.0, 1.5756147204353717)\n",
|
|||
|
|
" (197.0, 1.5756147204353717)\n",
|
|||
|
|
" (194.0, 1.5756147204353717)\n",
|
|||
|
|
" (193.0, 1.5804331140758467)\n",
|
|||
|
|
" (156.0, 1.5707963267948966)\n",
|
|||
|
|
" (198.0, 1.5707963267948966)\n",
|
|||
|
|
" (1.0, 1.5756147204353717) \n",
|
|||
|
|
" (6.0, 1.5659779331544215) \n",
|
|||
|
|
" (648.0, 1.5756147204353717)\n",
|
|||
|
|
" (653.0, 1.5659779331544215)\n",
|
|||
|
|
" ⋮ \n",
|
|||
|
|
" (245.0, 1.5756147204353717)\n",
|
|||
|
|
" (491.0, 1.5707963267948966)\n",
|
|||
|
|
" (635.0, 1.5756147204353717)\n",
|
|||
|
|
" (589.0, 1.5707963267948966)\n",
|
|||
|
|
" (633.0, 1.5756147204353717)\n",
|
|||
|
|
" (242.0, 1.5756147204353717)\n",
|
|||
|
|
" (200.0, 1.5659779331544215)\n",
|
|||
|
|
" (632.0, 1.5804331140758467)\n",
|
|||
|
|
" (440.0, 1.5756147204353717)\n",
|
|||
|
|
" (158.0, 1.5659779331544215)\n",
|
|||
|
|
" (391.0, 1.5756147204353717)\n",
|
|||
|
|
" (536.0, 1.5756147204353717)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 31,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"lines = hough_transform_standard(img_bool)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 36,
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"rows, cols = size(img)\n",
|
|||
|
|
"plt = plot(img)\n",
|
|||
|
|
"for i in 1:50\n",
|
|||
|
|
" r_idx, t_idx = Tuple(argmax(acc))\n",
|
|||
|
|
" acc[r_idx, t_idx] = 0\n",
|
|||
|
|
" \n",
|
|||
|
|
" rho, theta = rhos[r_idx], thetas[t_idx]\n",
|
|||
|
|
" x = 1:cols\n",
|
|||
|
|
" y = (rho .- x .* cos(theta)) ./ sin(theta)\n",
|
|||
|
|
" # display((rhos[r_idx], rad2deg(thetas[t_idx])))\n",
|
|||
|
|
" # display((x, y))\n",
|
|||
|
|
" push!(plt, x, y)\n",
|
|||
|
|
"end"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"metadata": {
|
|||
|
|
"kernelspec": {
|
|||
|
|
"display_name": "Julia 1.2.0-DEV",
|
|||
|
|
"language": "julia",
|
|||
|
|
"name": "julia-1.2"
|
|||
|
|
},
|
|||
|
|
"language_info": {
|
|||
|
|
"file_extension": ".jl",
|
|||
|
|
"mimetype": "application/julia",
|
|||
|
|
"name": "julia",
|
|||
|
|
"version": "1.2.0"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"nbformat": 4,
|
|||
|
|
"nbformat_minor": 2
|
|||
|
|
}
|