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Convolution theory and numpy implementation
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{
"cells": [
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"# Convolution: Introduction and implementation\n",
"\n",
"Table of Contents\n",
"\n",
"* Definition and theories of convolution.\n",
"* Applications on various fields.\n",
"* Discret convolution equation.\n",
"* Implemented routine of `numpy`, `scipy`.\n",
"* 2D convolution implementation."
]
},
{
"attachments": {},
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"source": [
"## Terms and definition"
]
},
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"source": [
"### Definition\n",
"\n",
"Continous version\n",
"\n",
"1-dim\n",
"\n",
"$$(f*g)(x) := \\frac{1}{\\sqrt{2 \\pi}} \\int_{-\\infty}^\\infty g(y)f(x-y) dy$$\n",
"\n",
"Multi-dimension convolution: $n$-dim functions $f,g : \\mathbb{F}^n \\rightarrow \\mathbb{F}$\n",
"\n",
"$$(f*g)(x) := \\frac{1}{(2 \\pi)^{n/2}} \\int_{-\\infty}^\\infty g(\\mathbf{r'})f(\\mathbf{r}-\\mathbf{r'}) d^n r'$$\n",
"\n",
"> Arfken, G. B., Weber, H.-J., & Harris, F. E. (2013). Mathematical methods for physicists: A comprehensive guide. Academic. p. 986\n",
"\n",
"Discrete version\n",
"\n",
"1-dim\n",
"\n",
"$$(f*g)[n] = \\sum_{m=-\\infty}^{\\infty} f[m]g[n-m]$$\n",
"\n",
"Multi-dimension convolution:\n",
"$$(f *^{(n)} g)(\\vec{v})\\\\\n",
"= \\sum_{t_n=-\\infty}^{\\infty} \\sum_{t_{n-1}=-\\infty}^{\\infty} \\cdots \\sum_{t_1=-\\infty}^{\\infty} f(t_1, t_2, \\dots, t_n) g(v_1 - t_1, v_2 - t_2, \\dots, v_n - t_n)\n",
"$$"
]
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"source": [
"### Properties"
]
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"Below properties are hold for continous and discrete cases\n",
"\n",
"1. Communtivity: $f*g = g*f$\n",
"2. Associativity: $f*(g *h) = (f * g) *h$\n",
"3. Distributivity: $f*(g+h) = f*g + f*h$\n",
"4. Associativity with scalar multiplication: $(\\alpha f) *g = \\alpha (f*g)$\n",
"5. Linear with arbitary function $f$ on function space $\\mathbf{F}$:\n",
" \n",
" For arbitary function $f$ on function space $\\mathbf{F}$ defined on field $\\mathbb{F}$, the operator $(f *)$ is linear operator on $\\mathbf{F}$,\n",
"\n",
" 1. $\\forall g, h \\in \\mathbf{F}$, $(f*)(g+h) = (f*)(g) + (f*)(h)$\n",
" 2. $\\forall g, \\in \\mathbf{F}, \\alpha \\in \\mathbb{F}$, $(f*)(\\alpha g) = \\alpha(f*)(g)$"
]
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"### With Fourier Transform\n",
"\n",
"For Fourier transform, $\\mathcal{F}: x \\rightarrow t$\n",
"\n",
"$$\\mathcal{F}[f](t) = \\frac{1}{\\sqrt{2 \\pi}} \\int_{-\\infty}^{\\infty} f(x) e^{i tx} dx$$\n",
"\n",
"#### Transform to product\n",
"\n",
"Let $F = \\mathcal{F}[f], G = \\mathcal{F}[g]$\n",
"\n",
"$$\\mathcal{F}[(f*g)] = F \\cdot G$$\n",
"and vice verse\n",
"\n",
"$$f \\cdot g = \\mathcal{F}^{-1}[F * G]$$\n",
"\n",
"These property is very useful for reducing calculation costs in many cases.\n",
"\n",
"#### Parseval Relation\n",
"\n",
"$$\\int_{-\\infty}^\\infty f(-x) g(x) dx = \\int_{-\\infty}^\\infty F(t) G(t) dt$$"
]
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"source": [
"## Applications in various Fields"
]
},
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"### Mathematics\n",
"\n",
"#### Polynomial multiplication\n",
"\n",
"Product of two polynomial is a prime example of discrete convolution in their coefficients.\n",
"\n",
"$$p_1(x) = \\sum_{i=0}^n a_i x^i \\in \\mathcal{P}_n$$\n",
"$$p_2(x) = \\sum_{i=0}^m b_i x^i \\in \\mathcal{P}_m$$\n",
"\n",
"$$p_3 = p_1 \\cdot p_2 = \\sum_{i =1}^{nm} c_i x^i\\in \\mathcal{P}_{nm}$$\n",
"\n",
"\n",
"$$\\mathbf{c} = (\\mathbf{a} * \\mathbf{b})$$\n",
"\n",
"Note that, before applying form to vector convolution, dimension must be exceeded, so some elements of above vectors could be zero.\n",
"\n",
"\n",
"For larger dimension of polynomial multiplication, FFT can be applied to accelerate calculation. "
]
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"#### Solution of integral equation with transformations\n",
"\n",
"Fedholm equation of first kind with a difference kernel $k(x,t)= k(x-t)$ and an unknown function $\\phi$ is\n",
"\n",
"$$f(x) = \\int_{-\\infty}^{\\infty} k(x-t) \\phi(t) dt$$ \n",
"\n",
"It is a convolution equation and with product transform on frequncy domain we can express solution $\\phi(t)$ as inverse Fourier transform. Note that below equations ignore Fourier coefficients, $a, b$.\n",
"\n",
"$$f(x) = (k * \\phi) (x)\\\\\n",
"\\mathcal{F}[f] = F(t) = \\mathcal{F}[k * \\phi] = K(t) \\cdot \\Phi(t)\n",
"$$\n",
"\n",
"\n",
"$$\\phi(x) = \\mathcal{F}^{-1} \\left[\\frac{F}{K}\\right]$$\n",
"\n",
"For Fedholm equation of second kind with a difference kernel $k(x,t)= k(x-t)$ and an unknown function $\\phi$ with constan $\\lambda$, \n",
"\n",
"$$\\phi(x) = f(x) + \\lambda \\int_{-\\infty}^{\\infty} k(x-t) \\phi(t) dt$$ \n",
"\n",
"Solution with same method of above is\n",
"\n",
"$$\\phi(x) = \\mathcal{F}^{-1} \\left[\\frac{F}{1- c \\lambda K}\\right]$$\n",
"\n",
"where $c$ is a constant depending on Fourier coefficients.\n",
"\n",
"However, the above method **assumes that required transformations exist**. If such transforms does not exist or violate Dirichlet condtions, we can not use.\n",
"\n",
"> Arfken, G. B., Weber, H.-J., & Harris, F. E. (2013). Mathematical methods for physicists: A comprehensive guide. Academic. pp. 1054-1055, 1060"
]
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"### Image filtering"
]
},
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"#### Edge handling\n",
"\n",
"Edge handling in convolution is a handling edge for calculating convolution near edge of the input, because near the edge of the given data there exist kernel parts requiring outside datas of the input. In mathematical definition and signal analysis, it is not mentioned before you treat discrete calculation. Commonly, this technique is significantly treated in image processing field.\n",
"\n",
"For kernel, $K$ and input $A$, where $K\\in M_{5 \\times 5}, A \\in M_{n \\times m}, n, m>5$, and $\\epsilon_{ij}$ is a required value for calculating convolution outside of the input.\n",
"\n",
"$$\\begin{array}{c|c}\n",
" {\n",
" \\begin{matrix}\n",
" \\epsilon_{11}, \\epsilon_{12}, \\epsilon_{13}\\\\ \n",
" \\epsilon_{21}, \\epsilon_{22}, \\epsilon_{23}\\\\\n",
" \\epsilon_{31}, \\epsilon_{32}, \\epsilon_{33}\n",
" \\end{matrix}\n",
" }&{\n",
" \\begin{matrix}\n",
" \\epsilon_{14}, \\epsilon_{15}\\\\ \n",
" \\epsilon_{24}, \\epsilon_{25}\\\\\n",
" \\epsilon_{34}, \\epsilon_{35}\n",
" \\end{matrix}\n",
" } \\\\\n",
" \\hline\n",
" {\n",
" \\begin{matrix}\n",
" \\epsilon_{41}, \\epsilon_{42}, \\epsilon_{43}\\\\ \n",
" \\epsilon_{51}, \\epsilon_{52}, \\epsilon_{53}\\\\\n",
" \\end{matrix}\n",
" }&{\n",
" \\begin{matrix}\n",
" a_{11}, a_{12}\\\\ \n",
" a_{21}, a_{22}\\\\\n",
" \\end{matrix}\n",
" }\n",
"\\end{array}$$\n",
"\n",
"\n",
"<table align = \"center\" >\n",
"<th>Name</th>\n",
"<th>Example</th>\n",
"<th>Name</th>\n",
"<th>Example</th>\n",
"<tr>\n",
" <td>Extend</td>\n",
" <td align = \"center\"> \n",
" \n",
" $\\begin{array}{c|c}\n",
" {\n",
" \\begin{matrix}\n",
" a_{11}, a_{11}, a_{11}\\\\ \n",
" a_{11}, a_{11}, a_{11}\\\\\n",
" a_{11}, a_{11}, a_{11}\n",
" \\end{matrix}\n",
" }&{\n",
" \\begin{matrix}\n",
" a_{11}, a_{12}\\\\ \n",
" a_{11}, a_{12}\\\\\n",
" a_{11}, a_{12}\n",
" \\end{matrix}\n",
" } \\\\\n",
" \\hline\n",
" {\n",
" \\begin{matrix}\n",
" a_{11}, a_{11}, a_{11}\\\\ \n",
" a_{21}, a_{21}, a_{21}\\\\\n",
" \\end{matrix}\n",
" }&{\n",
" \\begin{matrix}\n",
" a_{11}, a_{12}\\\\ \n",
" a_{21}, a_{22}\\\\\n",
" \\end{matrix}\n",
" }\n",
"\\end{array}$\n",
"\n",
" </td>\n",
" <td>Wrap</td>\n",
" <td align = \"center\">\n",
"\n",
" $\\begin{array}{c|c}\n",
" {\n",
" \\begin{matrix}\n",
" a_{(n-2) (m -2)}, a_{(n-2) ( m-1)}, a_{(n-2) (m)}\\\\ \n",
" a_{(n-1) (m -2)}, a_{(n-1) ( m-1)}, a_{(n-1) (m)}\\\\\n",
" a_{(n )(m -2)}, a_{ (n) ( m-1)}, a_{(n)(m)}\n",
" \\end{matrix}\n",
" }&{\n",
" \\begin{matrix}\n",
" a_{n-2 1}, a_{n-2 2}\\\\ \n",
" a_{n-1 1}, a_{n-1 2}\\\\\n",
" a_{n 1}, a_{n2}\n",
" \\end{matrix}\n",
" } \\\\\n",
" \\hline\n",
" {\n",
" \\begin{matrix}\n",
" a_{1 m-2}, a_{1 m-1}, a_{1m}\\\\ \n",
" a_{2 m-2}, a_{2 m-1}, a_{2m}\\\\\n",
" \\end{matrix}\n",
" }&{\n",
" \\begin{matrix}\n",
" a_{11}, a_{12}\\\\ \n",
" a_{21}, a_{22}\\\\\n",
" \\end{matrix}\n",
" }\n",
"\\end{array}$\n",
"\n",
" </td>\n",
"</tr>\n",
"<tr>\n",
" <td>Reflect</td>\n",
" <td align = \"center\">\n",
" \n",
" $\\begin{array}{c|c}\n",
" {\n",
" \\begin{matrix}\n",
" a_{33}, a_{32}, a_{31}\\\\ \n",
" a_{23}, a_{22}, a_{21}\\\\\n",
" a_{13}, a_{12}, a_{11}\n",
" \\end{matrix}\n",
" }&{\n",
" \\begin{matrix}\n",
" a_{31}, a_{32}\\\\ \n",
" a_{21}, a_{22}\\\\\n",
" a_{11}, a_{12}\n",
" \\end{matrix}\n",
" } \\\\\n",
" \\hline\n",
" {\n",
" \\begin{matrix}\n",
" a_{13}, a_{12}, a_{11}\\\\ \n",
" a_{23}, a_{22}, a_{12}\\\\\n",
" \\end{matrix}\n",
" }&{\n",
" \\begin{matrix}\n",
" a_{11}, a_{12}\\\\ \n",
" a_{21}, a_{22}\\\\\n",
" \\end{matrix}\n",
" }\n",
"\\end{array}$\n",
"\n",
" </td>\n",
" <td>Mirror</td>\n",
" <td align = \"center\">\n",
" \n",
" $\\begin{array}{c|c}\n",
" {\n",
" \\begin{matrix}\n",
" a_{44}, a_{43}, a_{42}\\\\ \n",
" a_{34}, a_{33}, a_{32}\\\\\n",
" a_{24}, a_{23}, a_{22}\n",
" \\end{matrix}\n",
" }&{\n",
" \\begin{matrix}\n",
" a_{41}, a_{42}\\\\ \n",
" a_{31}, a_{32}\\\\\n",
" a_{21}, a_{22}\n",
" \\end{matrix}\n",
" } \\\\\n",
" \\hline\n",
" {\n",
" \\begin{matrix}\n",
" a_{14}, a_{13}, a_{12}\\\\ \n",
" a_{24}, a_{23}, a_{22}\\\\\n",
" \\end{matrix}\n",
" }&{\n",
" \\begin{matrix}\n",
" a_{11}, a_{12}\\\\ \n",
" a_{21}, a_{22}\\\\\n",
" \\end{matrix}\n",
" }\n",
"\\end{array}$\n",
"\n",
" </td>\n",
"</tr>\n",
"<tr>\n",
" <td>Constant: For constant </td>\n",
" <td align = \"center\">\n",
" \n",
" $\\begin{array}{c|c}\n",
" {\n",
" \\begin{matrix}\n",
" c, c, c\\\\ \n",
" c, c, c\\\\\n",
" c, c, c\n",
" \\end{matrix}\n",
" }&{\n",
" \\begin{matrix}\n",
" c, c\\\\ \n",
" c, c\\\\\n",
" c, c\n",
" \\end{matrix}\n",
" } \\\\\n",
" \\hline\n",
" {\n",
" \\begin{matrix}\n",
" c, c, c\\\\ \n",
" c, c, c\\\\\n",
" \\end{matrix}\n",
" }&{\n",
" \\begin{matrix}\n",
" a_{11}, a_{12}\\\\ \n",
" a_{21}, a_{22}\\\\\n",
" \\end{matrix}\n",
" }\n",
"\\end{array}$\n",
"\n",
" </td>\n",
"\n",
" <td>Cropping</td>\n",
" <td> \n",
" Usually, cropping input data or kernel also discussed in edge handling topic.<br> \n",
" However, cropping method can be combined with the above methods or the kernel <br>\n",
" cropping can be implemented with constant method (c=0), therefore it will be treated <br>\n",
" in further section as preprocessig option in convolution. <br>\n",
" Kernel cropping is not different with mathematical definition of discrete convolution </td>\n",
"</tr>\n",
"\n",
"</table>"
]
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"\n",
"#### Cropping extend\n",
"\n",
"Cropping is defining a minimum overlapping dimension between kernel and input data.\n",
"$(c_r, c_c)$ tuple indicates row and column cropping level respectively. In addition, $1 \\leq c_r \\leq l, 1\\leq c_c \\leq k$ for dimension of kernel $H \\in M_{l \\times k}$.\n",
"Default convolutions defined on signal and mathematics regard $(c_r, c_c) = (1, 1)$.\n",
"Next example shows overlapping of kernel and data which calculate $[1,1]$ element of convolution for $(1,1)$ and $(2, 3)$ cropping condition respectively,\n",
"\n",
"$$\\begin{array}{cccc|c}\n",
" c& c& c& c& c\\\\\n",
" c& c& c& c& c\\\\\n",
" c& c& c& c& c\\\\\n",
" c& c& c& c& c\\\\\n",
" \\hline\n",
" c& c& c& c& c*a_{11}\n",
"\\end{array}, \n",
"\\begin{array}{cc|ccc}\n",
" c& c& c& c& c\\\\\n",
" c& c& c& c& c\\\\\n",
" c& c& c& c& c\\\\\n",
" \\hline\n",
" c& c& c*a_{11}& c*a_{12}& c*a_{13}\\\\\n",
" c& c& c*a_{21}& c*a_{22}& c*a_{23}\\\\\n",
"\\end{array}$$\n",
"\n",
"The outside of the input data usually omitted in many cases, $0$ element unless some edge handling method is defined.\n",
"Considering cropping coefficients $c_r, c_c$, overall dimension of convolution equation is\n",
"\n",
"$$(n, m) * (l, k) = (n+l -2c_r +1, m+k -2 c_c +1) \\\\\n",
"=( (n +2l-2c_r ) -l +1, (m +2k-2c_c ) -k +1)\\\\\n",
"= ( n' -l +1, m' -k +1)$$\n",
"\n",
"That is,\n",
"\n",
"$$X * H, (c_r, c_c) = X' * H, (1,1)$$\n",
"\n",
"$$X' := \\left[\n",
"\\begin{array}{c c c}\n",
"{} & R_1 &{}\\\\\n",
"\\hline\n",
"C_1 & X & C_2\\\\\n",
"\\hline\n",
"{}& R_2 & {}\n",
"\\end{array}\\right]$$\n",
"\n",
"where, $\\dim(X) = (n ,m), \\dim(H) = (l, k), \\dim(X') = \\left(n +2(l-c_r) , m +2(k-c_c)\\right)$. \n",
"The rectangle matrix $R_1 R_2, C_1, C_2$ are symmetric for each row and column filp operation and determined by edge handling method.\n"
]
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"![Extending matrix](https://user-images.githubusercontent.com/53852890/222264263-9a55b1b7-161e-430b-a493-ebfc1ec4fc49.png)"
]
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"\n",
"For example, see details of next convolution with cropping $(2, 2)$ and kernel cropping: $0$ constant handling.\n",
"\n",
"$$C = \\left(\\begin{bmatrix}\n",
"a & b & c & d\\\\\n",
"e & f & g & h\\\\\n",
"i & j & k & l\n",
"\\end{bmatrix} * \\begin{bmatrix}\n",
"1 & 2 & 3\\\\\n",
"4 & 5 & 6\\\\\n",
"7 & 8 & 9\n",
"\\end{bmatrix}\\right) \\in M_{(3) \\times (3)}$$\n",
"\n",
"The dimension of convolution is $3 = 3+3 -2*2+1, 4 = 4+3 -2*2 +1$ and some elements are weight combination of kernel covered area of input data.\n",
"\n",
"* $C_{1,1} = 5*a + 6*b+ 8*e+ 9*f$\n",
"* $C_{1,2} = 4*a + 5*b+ 6*c+ 7*e + 8*f + 9*g$\n",
"* $C_{2,1} = 2*a + 3*b+ 5*e+ 6*f + 8*i + 9*j$\n",
"* $C_{3,3} = 1*g +2*h + 4*k + 5*l$\n",
"\n",
"And this is same with next convolution with $(c_r, c_c) = (l, k) = (3, 3)$\n",
"\n",
"$$C = \\left(\\begin{bmatrix}\n",
"0& 0 & 0 & 0 & 0& 0\\\\\n",
"0& a & b & c & d& 0\\\\\n",
"0& e & f & g & h& 0\\\\\n",
"0& i & j & k & l& 0\\\\\n",
"0& 0 & 0 & 0 & 0& 0\n",
"\\end{bmatrix} * \\begin{bmatrix}\n",
"1 & 2 & 3\\\\\n",
"4 & 5 & 6\\\\\n",
"7 & 8 & 9\n",
"\\end{bmatrix}\\right) \\in M_{(3) \\times (3)}$$\n"
]
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"## Discrete convolution equation\n",
"\n",
"$$\\mathbf{A} * \\mathbf{X} = \\mathbf{X} * \\mathbf{A} = \\mathbf{B}$$\n",
"\n",
"where, $\\mathbf{A} \\in M_{n \\times m}(\\mathbf{F}), \\mathbf{X} \\in M_{l \\times k}(\\mathbb{F}), \\mathbf{B} \\in M_{p \\times q}(\\mathbb{F})$. Dimension of convolution, $\\mathbf{B}$ is differ by the cropping coefficient, $c_r, c_c$. \n",
"\n",
"$$n-l +1 \\leq p= (n +l - 2c_r +1) \\leq n+l +1\\\\\n",
"m-k +1 \\leq q=(m+k -2c_c +1) \\leq m+k +1$$\n",
"\n",
"Common method is a DFT. Solve the equation on frequncy domain and applying inverse DFT on them.\n",
"\n",
"$$DFT[\\mathbf{A}] \\cdot DFT[\\mathbf{X}] = DFT[\\mathbf{B}]\\\\\n",
"\\mathbf{X} = IDFT[DFT[\\mathbf{B}] / DFT[\\mathbf{A}]]$$\n",
"\n",
"Since, convolution is a linear operation we can find corresponding matrix equation of the given convoltuion.\n",
"Matrix representation system corresponding to the above convolution is,\n",
"\n",
"$$\\mathbf{A_c} \\cdot \\mathbf{X_c} = \\mathbf{B_c}$$\n",
"\n",
"or\n",
"\n",
"$$\\mathbf{X'_c} \\cdot \\mathbf{A'_c} = \\mathbf{B'_c}$$\n",
"\n",
"Moreover, the representation with matrix multiplication allows us larger freedom in choice of methods, including optimization methods. Allowing some transformation on $\\mathbf{B_c}$, we can choose various matrix equation, matrix-matrix or matrix-vector forms can be presented by the transformations we choose. \n",
"No matter the shape of system, $\\mathbf{A_c}$ is always blocked Toeplitz matrix and some special case, it becomes Toeplitz square matrix. However, the transformed matrix equation has much larger dimension then convolution operation. In a view of spatial efficience and calculation time, convolution representaion will be more efficent. \n",
"About $\\mathbf{X_c}$ and $\\mathbf{B_c}$, they may need reshaping functions for each transform methods. \n",
"For example, Michal and Krystian suggested $\\mathbf{B_c} = \\mathbf{B}$ transform in 2-dim convolution calculation which calculation result is same with original convolution. \n",
"\n",
"> Michal Gnacij, Krystian Lapa, Using Toeplitz matrices to obtain 2D convolution, posted: October 27th, 2022, doi:https://doi.org/10.21203/rs.3.rs-2195496/v1\n"
]
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"### Convert to matrix vector form:\n",
"\n",
"\n",
"![toeplitz images](https://user-images.githubusercontent.com/53852890/222264315-5d04869e-a34a-4b23-b937-e8e11dd3e899.png)\n",
"![toeplitz images2](https://user-images.githubusercontent.com/53852890/222264321-67a0990b-ebdf-4106-8416-b40236316c80.png)\n",
"\n",
"Below right is a **blocked Toeplitz matrix**."
]
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"\n",
"#### Method 1: $X * K \\rightarrow \\mathbf{K} \\cdot \\vec{x}$ \n",
"\n",
"For the given convolution,\n",
"\n",
"$$K * X = X * K = B$$\n",
"\n",
"and cropping coefficient $(c_r, c_c)$, denote that $K'$ and $X'$ are extended matrix by cropping coefficient as same method in cropping extending.\n",
"\n",
"Then for $X \\in M_{n_o \\times m_o}$ and $K \\in M_{l \\times k}$\n",
"\n",
"$$X' \\in M_{n \\times m}$$\n",
"\n",
"$$n = n_o + 2(l - c_r)$$\n",
"$$m = n_o + 2(k - c_c)$$\n",
"\n",
"$\\mathbf{K} \\in M_{(n-l+1)(m-k+1) \\times nm} (\\mathbb{F}), \\vec{x} \\in \\mathbb{F}^{nm}$\n",
"\n",
"\n",
"$$X' = \\left[\\begin{array}{}\n",
"\\vec{x_1} \\\\\n",
"\\hline \\vec{x_2} \\\\\n",
"\\hline \\vdots \\\\\n",
"\\hline \\vec{x_{n-1}}\\\\\n",
"\\hline \\vec{x_{n}}\n",
"\\end{array}\\right], \\vec{x} = \\left[\\begin{array}{}\n",
"\\vec{x_1}^t \\\\\n",
"\\hline \\vec{x_2}^t \\\\\n",
"\\hline \\vdots \\\\\n",
"\\hline \\vec{x_{n-1}}^t\\\\\n",
"\\hline \\vec{x_{n}}^t\n",
"\\end{array} \\right]$$\n",
"\n",
"$$ \\vec{x_i} = [ x_{i1}, x_{i2}, \\dots, x_{i (m-1) }, x_{i m}]$$\n",
"\n",
"$$\\mathbf{K} = \\left[ \\begin{array}{c|c|c|c|c|c|c}\n",
"K_{11} & K_{12} & \\cdots & K_{1,n_{ext}} & 0 &\\cdots&{0} \\\\\n",
"\\hline\n",
"\\mathbf{0} & K_{11} & \\cdots & K_{1,n_{ext}-1}& K_{1,n_{ext}} & \\cdots&{0}\\\\\n",
"\\hline\n",
"\\vdots & \\vdots& \\ddots & \\ddots & \\vdots&{\\ddots}&\\vdots\\\\\n",
"\\hline\n",
"\\mathbf{0} & \\mathbf{0} & \\cdots & K_{11}& K_{12}& \\cdots &K_{1,n_{ext}}\n",
"\\end{array}\\right]$$\n",
"\n",
"$$(K_{1i})[p, q] = \\begin{cases} \n",
" k_{i, q-p +1} & k_{i, q-p +1} \\in K' \\\\\n",
" 0 & q-p <0 | q-p\\geq k\n",
"\\end{cases} $$\n",
"\n",
"$K_{1i} \\in M_{(m-k+1) \\times m}$ thus, $\\mathbf{K} \\in M_{((n-l+1)(m-k+1))\\times(nm)}$\n",
"\n",
"For example, $K_{1i}$ is\n",
"\n",
"$$\\begin{bmatrix}\n",
"k_{i1} & k_{i2} & k_{i3}&\\cdots & k_{ij} & 0 & \\cdots & 0 &\\cdots & 0\\\\\n",
"0 & k_{i1} & k_{i2}&\\cdots & k_{ij-1} & k_{ij} & \\cdots & 0 &\\cdots & 0\\\\\n",
"0 & 0 & k_{i1}&\\cdots & k_{ij-2} & k_{ij-1} & \\cdots & 0 &\\cdots & 0\\\\\n",
"\\vdots & \\vdots & \\vdots& \\ddots& \\vdots & \\vdots & \\ddots & {}&\\vdots & {}\\\\\n",
"0 & 0 & 0 & \\cdots& k_{i1} & k_{i2} & \\cdots & {k_{ij-1}}& \\cdots &0 \\\\\n",
"0 & 0 & 0 & \\cdots& 0 & k_{i1} & \\cdots & {k_{ij-2}}& \\cdots &0 \\\\\n",
"\\vdots & \\vdots & \\vdots& \\ddots& \\vdots & \\vdots & \\ddots & {} & {\\vdots} & {} \\\\\n",
"0 & 0 & 0 & \\cdots& 0 & 0 & \\cdots & k_{i1} &\\cdots & k_{ij}\n",
"\\end{bmatrix}$$\n",
"\n",
"\n",
"#### Condition for square matrix\n",
"\n",
"<table style=\"border-radius:8px;width:100%;\">\n",
"<th style=\"text-align:center;background-color:rgb(0, 0, 0); color:white; border-top-left-radius: 10px;width:20%;\">\n",
"Thm</th>\n",
"<th style=\"text-align:left;\">\n",
"Square condition of transformed matrix of convolution </th>\n",
"<tr style=\"text-align:center;\">\n",
"<td colspan=\"2\">\n",
"\n",
"For given convolution,\n",
"\n",
"$$ X * K$$\n",
"\n",
"where $X \\in M_{n\\times m}, K \\in M_{l \\times k}$ with cropping coefficient $(c_r, c_c)$,\n",
"\n",
"corresponding matrix equation with the above tranformation, \n",
"\n",
"$$\\mathbf{K} \\cdot \\vec{\\mathbf{x}}.$$ \n",
"\n",
"If $l = 2 c_r -1$ and $k = 2 c_c -1$ and cropping, the system is a square system of which $\\mathbf{K} \\in M_{nm \\times nm}$\n",
"\n",
"</td>\n",
"</tr>\n",
"\n",
"</table>\n",
"\n",
"**Proof**\n",
"\n",
"Start from extend matrix, $X_{ext}$ by the kernel and cropping dimensions,\n",
"\n",
"Note: It is a roundabout way but very convinence in flow.\n",
"\n",
"$$X' := \\left[\n",
"\\begin{array}{c c c}\n",
"{} & R_1 &{}\\\\\n",
"\\hline\n",
"C_1 & X & C_2\\\\\n",
"\\hline\n",
"{}& R_2 & {}\n",
"\\end{array}\\right]$$\n",
"\n",
"\n",
"$$X'\\in M_{n\\times m}$$\n",
"$$= n_o + 2 e_r, m = m_o + 2 e_c$$\n",
"\n",
"where, $e_r = l- c_r, e_c = k -c_c$.\n",
"\n",
"The corresponding matrix system is \n",
"\n",
"$$\\mathbf{K} \\in M_{a\\times b}$$\n",
"$$a = (n-l+1)(m-k+1)$$\n",
"$$b = n m$$\n",
"\n",
"First with kernel cropping, the additional $e_r = e_c =0$, thus $n = n_o , m = m_o$.\n",
"\n",
"and if we extend $a$ with $n, m, l, k, c_r, c_c$ then,\n",
"\n",
"$$a = n_o m_o $$\n",
"$$ + \\left( (n_o+m_o) + (n_o k + m_o l) - lk +1 \\right)$$\n",
"$$ - \\left( 2(n_o c_c + m_o cr) -(l c_c + k c_r) + (c_r + c_c)\\right)$$\n",
"\n",
"$$\\because l = 2c_r -1, k = 2c_c -1 $$\n",
"\n",
"3-rd therm of RHS becomes\n",
"\n",
"$$- \\left((n_o+m_o) + (n_o k + m_o l) - lk +1 \\right)$$\n",
"\n",
"$$ \\therefore a = n_o m_o, a=b$$\n",
"\n",
"---"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"By the definition of transform, the block banded matrix $\\mathbf{K}$ of form,\n",
"\n",
"$$\\mathbf{K} = \\left[ \\begin{array}{c|c|c|c|c|c|c}\n",
"K_{11} & K_{12} & \\cdots & K_{1,n_{ext}} & 0 &\\cdots&{0} \\\\\n",
"\\hline\n",
"\\mathbf{0} & K_{11} & \\cdots & K_{1,n_{ext}-1}& K_{1,n_{ext}} & \\cdots&{0}\\\\\n",
"\\hline\n",
"\\vdots & \\vdots& \\ddots & \\ddots & \\vdots&{\\ddots}&\\vdots\\\\\n",
"\\hline\n",
"\\mathbf{0} & \\mathbf{0} & \\cdots & K_{11}& K_{12}& \\cdots &K_{1,n_{ext}}\n",
"\\end{array}\\right]$$\n",
"\n",
"is reduced to \n",
"\n",
"$$\\mathbf{K} = \\left[ \n",
" \\begin{array}{c|c|c|c}\n",
" K_{c_r} & K_{c_r +1} & \\cdots & K_{l}\\\\\n",
" \\hline\n",
" K_{c_r -1} & K_{c_r} & \\cdots & K_{l-1}\\\\\n",
" \\hline\n",
" \\vdots & \\vdots & \\ddots & \\vdots\\\\\n",
" \\hline\n",
" K_1 & K_2 & \\cdots & K_{c_r}\n",
" \\end{array}\n",
"\\right]$$\n",
"\n",
"\n",
"where, $K_{i} \\in M_{m \\times m}$, $c_r =n, l = 2n-1$"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"See a graphical example.\n",
"\n",
"![Square_matrix_1](https://user-images.githubusercontent.com/53852890/222264300-108c9a2d-6787-48d4-a54a-d82473a571e8.png)\n",
"![Square_matrix_2](https://user-images.githubusercontent.com/53852890/222264306-172e3e3d-6000-4ec0-a745-dd48c35b8696.png)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Implementations of Discrete convolution\n",
"\n",
"### Basic libraries\n",
"\n",
"* `numpy.convolve` : 1dim\n",
"* `scipy`\n",
" * `signal`\n",
" * `convolve` : 1 dim\n",
" * `convolve2d` : 2 dim\n",
" * `ndimage`\n",
" * `convolve` : 2 dim"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### Extending\n",
"\n",
"`numpy` 1-dim to 2-dim convolution.\n",
"\n",
"Below code uses extending matrix in calculation and cropping in process, so there is lot of inefficient in spatial and calcaultion speed. About 4~7 times larger than `scipy` routine. \n",
"However, it does not use `fft` routine.\n",
"\n",
"Note that, when you compare your custom convolution filtering to `ndimage` filter, you must beaware the data type of pixel data most of image data stored as `uint8` type. This type cause over flow in `matplotlib` image show. So, set `ouput=float` or other data type to show result of `ndimage`."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"![2d_decompose](https://user-images.githubusercontent.com/53852890/222264205-62407a6e-5871-4595-a001-bf8fc365095e.png)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import convolution"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Test routine"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"X = (np.arange(12)+1).reshape(3, 4)\n",
"l, k = (2, 3) #kernerl_dim\n",
"cr, cc = (1,1)\n",
"er, ec = l-cr, k-cc"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1, 2, 3, 4],\n",
" [ 5, 6, 7, 8],\n",
" [ 9, 10, 11, 12]])"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1, 1, 1, 2, 3, 4, 4, 4],\n",
" [ 1, 1, 1, 2, 3, 4, 4, 4],\n",
" [ 5, 5, 5, 6, 7, 8, 8, 8],\n",
" [ 9, 9, 9, 10, 11, 12, 12, 12],\n",
" [ 9, 9, 9, 10, 11, 12, 12, 12]])"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"edge_mode = \"extend\"\n",
"edge_params= [0]\n",
"convolution._expand_matrix(X, (er, ec), [edge_mode]+edge_params)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[11, 12, 9, 10, 11, 12, 9, 10],\n",
" [ 3, 4, 1, 2, 3, 4, 1, 2],\n",
" [ 7, 8, 5, 6, 7, 8, 5, 6],\n",
" [11, 12, 9, 10, 11, 12, 9, 10],\n",
" [ 3, 4, 1, 2, 3, 4, 1, 2]])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"edge_mode = \"wrap\"\n",
"edge_params= [0]\n",
"convolution._expand_matrix(X, (er, ec), [edge_mode]+edge_params)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 7, 6, 5, 6, 7, 8, 7, 6],\n",
" [ 3, 2, 1, 2, 3, 4, 3, 2],\n",
" [ 7, 6, 5, 6, 7, 8, 7, 6],\n",
" [11, 10, 9, 10, 11, 12, 11, 10],\n",
" [ 7, 6, 5, 6, 7, 8, 7, 6]])"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"edge_mode = \"mirror\"\n",
"edge_params= [0]\n",
"convolution._expand_matrix(X, (er, ec), [edge_mode]+edge_params)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 2, 1, 1, 2, 3, 4, 4, 3],\n",
" [ 2, 1, 1, 2, 3, 4, 4, 3],\n",
" [ 6, 5, 5, 6, 7, 8, 8, 7],\n",
" [10, 9, 9, 10, 11, 12, 12, 11],\n",
" [10, 9, 9, 10, 11, 12, 12, 11]])"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"edge_mode = \"reflect\"\n",
"edge_params= [0]\n",
"convolution._expand_matrix(X, (er, ec), [edge_mode]+edge_params)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5],\n",
" [ 0.5, 0.5, 1. , 2. , 3. , 4. , 0.5, 0.5],\n",
" [ 0.5, 0.5, 5. , 6. , 7. , 8. , 0.5, 0.5],\n",
" [ 0.5, 0.5, 9. , 10. , 11. , 12. , 0.5, 0.5],\n",
" [ 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5]])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"edge_mode = \"constant\"\n",
"edge_params= [0.5]\n",
"convolution._expand_matrix(X, (er, ec), [edge_mode]+edge_params)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"$$[1, 0, 0, 1, 0, 1, 0, 1] * [1, 0, 0, 1, 0, 1, 0, 1]^t$$\n",
"$$= \\begin{bmatrix}\n",
"1 & 0 & 0 & 1 & 0 & 1 & 0 & 1 \\\\\n",
"0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\\\\n",
"0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\\\\n",
"1 & 0 & 0 & 1 & 0 & 1 & 0 & 1 \\\\\n",
"0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\\\\n",
"1 & 0 & 0 & 1 & 0 & 1 & 0 & 1 \\\\\n",
"0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\\\\n",
"1 & 0 & 0 & 1 & 0 & 1 & 0 & 1 \\\\\n",
"\\end{bmatrix}$$"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1., 0., 0., 1., 0., 1., 0., 1.],\n",
" [0., 0., 0., 0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0., 0., 0., 0.],\n",
" [1., 0., 0., 1., 0., 1., 0., 1.],\n",
" [0., 0., 0., 0., 0., 0., 0., 0.],\n",
" [1., 0., 0., 1., 0., 1., 0., 1.],\n",
" [0., 0., 0., 0., 0., 0., 0., 0.],\n",
" [1., 0., 0., 1., 0., 1., 0., 1.]])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x1 = np.array([[1, 0, 0, 1, 0, 1, 0, 1]])\n",
"convolution.convolve2d(x1, x1.transpose())"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"$$K * X$$"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"K = np.array(\n",
" [[2, 0, 0, 3, 0],\n",
" [2, 4, 4, 4, 0],\n",
" [2, 4, 8, 4, 0],\n",
" [2, 4, -1, 4, 0],\n",
" [2, 0, 0, 0, 0]])\n",
"X = (np.arange(12)+1).reshape(3, 4)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Commute"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(convolution.convolve2d(X, K) - convolution.convolve2d(K, X)).sum()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Compare to scipy routine\n",
"\n",
"* `signal.convovle2d`:\n",
"* `ndimage.convovle` : It makes the output dimension to be same with the input(image data) dimension, (input, kernel). Thus, this routine is not commute unlike normal convolution implementations in other libraries. "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"from scipy.signal import convolve2d as convolve_sig\n",
"from scipy.ndimage import convolve as convolve_image"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"`signal.convovle2d` -> `convolve_sig`"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 2, 4, 6, 11, 6, 9, 12, 0],\n",
" [ 12, 20, 32, 63, 54, 49, 40, 0],\n",
" [ 30, 60, 102, 179, 162, 137, 84, 0],\n",
" [ 30, 96, 189, 278, 265, 192, 96, 0],\n",
" [ 30, 92, 173, 250, 225, 160, 80, 0],\n",
" [ 28, 68, 67, 110, 77, 32, 48, 0],\n",
" [ 18, 20, 22, 24, 0, 0, 0, 0]])"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"convolve_sig(X, K)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 2., 4., 6., 11., 6., 9., 12., 0.],\n",
" [ 12., 20., 32., 63., 54., 49., 40., 0.],\n",
" [ 30., 60., 102., 179., 162., 137., 84., 0.],\n",
" [ 30., 96., 189., 278., 265., 192., 96., 0.],\n",
" [ 30., 92., 173., 250., 225., 160., 80., 0.],\n",
" [ 28., 68., 67., 110., 77., 32., 48., 0.],\n",
" [ 18., 20., 22., 24., 0., 0., 0., 0.]])"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"convolution.convolve2d(K, X)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[179, 162],\n",
" [278, 265],\n",
" [250, 225]])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"convolve_sig(X, K, mode=\"valid\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[179., 162.],\n",
" [278., 265.],\n",
" [250., 225.]])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"convolution.convolve2d(K, X, crop=(X.shape))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[102, 179, 162, 137],\n",
" [189, 278, 265, 192],\n",
" [173, 250, 225, 160]])"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"convolve_sig(X, K, mode=\"same\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[102., 179., 162., 137.],\n",
" [189., 278., 265., 192.],\n",
" [173., 250., 225., 160.]])"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"convolution.convolve2d(X, K, image_mode=True)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"`ndimage.convolve` -> `convolve_image`"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Edge handling"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[102, 179, 162, 137],\n",
" [189, 278, 265, 192],\n",
" [173, 250, 225, 160]])"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"convolve_image(X, K, mode=\"constant\", cval=0)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[102., 179., 162., 137.],\n",
" [189., 278., 265., 192.],\n",
" [173., 250., 225., 160.]])"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"convolution.convolve2d(X, K, edge_mode = \"constant\", image_mode=True)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[184 217 255 271]\n",
" [304 337 375 391]\n",
" [392 425 463 479]]\n",
"[[184. 217. 255. 271.]\n",
" [304. 337. 375. 391.]\n",
" [392. 425. 463. 479.]]\n"
]
}
],
"source": [
"print(convolve_image( X, K, mode=\"reflect\"))\n",
"print(convolution.convolve2d( X, K, image_mode=True, edge_mode=\"reflect\"))\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[102 179 162 137]\n",
" [189 278 265 192]\n",
" [173 250 225 160]]\n",
"[[102. 179. 162. 137.]\n",
" [189. 278. 265. 192.]\n",
" [173. 250. 225. 160.]]\n"
]
}
],
"source": [
"print(convolve_image( X, K, mode=\"constant\", cval=0))\n",
"print(convolution.convolve2d( X, K, image_mode=True, edge_mode=\"constant\", edge_params=[0]))\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[176 209 247 273]\n",
" [304 337 375 401]\n",
" [412 445 483 509]]\n",
"[[176. 209. 247. 273.]\n",
" [304. 337. 375. 401.]\n",
" [412. 445. 483. 509.]]\n"
]
}
],
"source": [
"print(convolve_image( X, K, mode=\"nearest\"))\n",
"print(convolution.convolve2d( X, K, image_mode=True, edge_mode=\"extend\"))\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[243 261 289 293]\n",
" [307 325 353 357]\n",
" [331 349 377 381]]\n",
"[[243. 261. 289. 293.]\n",
" [307. 325. 353. 357.]\n",
" [331. 349. 377. 381.]]\n"
]
}
],
"source": [
"print(convolve_image( X, K, mode=\"mirror\"))\n",
"print(convolution.convolve2d( X, K, image_mode=True, edge_mode=\"mirror\"))\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[301 289 297 297]\n",
" [325 313 321 321]\n",
" [325 313 321 321]]\n",
"[[301. 289. 297. 297.]\n",
" [325. 313. 321. 321.]\n",
" [325. 313. 321. 321.]]\n"
]
}
],
"source": [
"print(convolve_image( X, K, mode=\"wrap\"))\n",
"print(convolution.convolve2d( X, K, image_mode=True, edge_mode=\"wrap\"))"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Filtering"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import PIL.Image as pilimg\n",
"import matplotlib.pyplot as plt\n",
"from scipy import ndimage\n",
"\n",
"im = pilimg.open(\"Lenna.png\").convert('L')\n",
"pix = np.array(im)\n",
"plt.axis('off')\n",
"plt.imshow(pix, cmap=\"inferno\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"filters ={\n",
" \"edge\": np.array([[-1, -1, -1],[-1, 8, -1],[-1, -1, -1]]),\n",
" \"sobel\": np.array([[1, 0, -1],[2, 0, -2],[1, 0, -1]]),\n",
" \"sharpen\": np.array([[0, -1, 0],[-1, 5, -1],[0, -1, 0]]),\n",
" \"blur\": np.array([[1, 1, 1],[1, 1, 1],[1, 1, 1]])/9,\n",
" \"identity\": np.array([[0, 0, 0],[0, 1, 0],[0, 0, 0]])\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"filter = filters[\"sobel\"]\n",
"\n",
"titles= [[\"Original\", \"Edge X-ndimage\", \"Edge Y-ndimage\"], \n",
" [\"Edge XY-custom\", \"Edge X-custom\", \"Edge Y-custom\"]]\n",
"\n",
"pix_t_n_m = ndimage.convolve(pix, filter, output=float, mode=\"constant\", cval=0)\n",
"pix_t_n_f = ndimage.sobel(pix, output=float)\n",
"pix_t_c_x = convolution.convolve2d(pix, filter, image_mode=True)\n",
"pix_t_c_y = convolution.convolve2d(pix, filter.transpose(), image_mode=True)\n",
"\n",
"images = [\n",
" [pix, pix_t_n_m, pix_t_n_f],\n",
" [(pix_t_c_x+pix_t_c_y)/2, pix_t_c_x, pix_t_c_y]\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(2, 3)\n",
"titles= [[\"original\", \"sobel X-ndimage\", \"sobel filter X-ndimage\"], \n",
" [\"sobel XY-custom\", \"sobel X-custom\", \"sobel Y-custom\"]]\n",
"\n",
"for i, row in enumerate(axes):\n",
" for j, ax_c in enumerate(row):\n",
" ax_c.axis('off')\n",
" ax_c.set_title(titles[i][j])\n",
" ax_c.imshow(images[i][j], cmap=\"inferno\")\n",
"plt.show()\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Convert to toepltiz matrix system"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"K_m, X_v = convolution.convolve2toeplitz(X, K)\n",
"X_m, K_v = convolution.convolve2toeplitz(K, X)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=Case 1========\n",
"Matrix: (56, 12)\n",
"Vec: (12,)\n",
"=Case 1========\n",
"Matrix: (56, 25)\n",
"Vec: (25,)\n"
]
}
],
"source": [
"print(\"=Case 1========\")\n",
"print(\"Matrix:\", K_m.shape)\n",
"print(\"Vec:\", X_v.shape)\n",
"print(\"=Case 1========\")\n",
"print(\"Matrix:\", X_m.shape)\n",
"print(\"Vec:\", K_v.shape)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 2., 4., 6., 11., 6., 9., 12., 0.],\n",
" [ 12., 20., 32., 63., 54., 49., 40., 0.],\n",
" [ 30., 60., 102., 179., 162., 137., 84., 0.],\n",
" [ 30., 96., 189., 278., 265., 192., 96., 0.],\n",
" [ 30., 92., 173., 250., 225., 160., 80., 0.],\n",
" [ 28., 68., 67., 110., 77., 32., 48., 0.],\n",
" [ 18., 20., 22., 24., 0., 0., 0., 0.]])"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"convolution.convolve2d(X, K)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 2., 4., 6., 11., 6., 9., 12., 0.],\n",
" [ 12., 20., 32., 63., 54., 49., 40., 0.],\n",
" [ 30., 60., 102., 179., 162., 137., 84., 0.],\n",
" [ 30., 96., 189., 278., 265., 192., 96., 0.],\n",
" [ 30., 92., 173., 250., 225., 160., 80., 0.],\n",
" [ 28., 68., 67., 110., 77., 32., 48., 0.],\n",
" [ 18., 20., 22., 24., 0., 0., 0., 0.]])"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"K_m.dot(X_v).reshape(7,8)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 2., 4., 6., 11., 6., 9., 12., 0.],\n",
" [ 12., 20., 32., 63., 54., 49., 40., 0.],\n",
" [ 30., 60., 102., 179., 162., 137., 84., 0.],\n",
" [ 30., 96., 189., 278., 265., 192., 96., 0.],\n",
" [ 30., 92., 173., 250., 225., 160., 80., 0.],\n",
" [ 28., 68., 67., 110., 77., 32., 48., 0.],\n",
" [ 18., 20., 22., 24., 0., 0., 0., 0.]])"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_m.dot(K_v).reshape(7,8)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.72 µs ± 61.7 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"K_m.dot(X_v).reshape(7,8)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.86 µs ± 38.9 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"X_m.dot(K_v).reshape(7,8)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"def cal_toeplitz(X, K):\n",
" K_m, X_v = convolution.convolve2toeplitz(X, K)\n",
" dim = convolution.get_dim_convole(X.shape, K.shape, (1,1))\n",
" return K_m.dot(X_v).reshape(dim)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"287 µs ± 2.87 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"convolution.convolve2d(X, K)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"912 µs ± 5.95 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"cal_toeplitz(X, K)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"902 µs ± 14.4 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"convolution.convolve2toeplitz(X, K)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.72 µs ± 70.8 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"K_m.dot(X_v).reshape(7,8)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"18.2 µs ± 198 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"convolve_image(X, K, mode=\"constant\", cval=0)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "uilc",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.8"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "46cbc98f609523c60bcebc3e8783a46f2379112477357289ae5a540d94f06bed"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
from typing import Tuple, Literal, Callable
import numpy as np
from numpy.lib.stride_tricks import as_strided
# 2D Convolution
def get_dim_ext(dim_k, dim_crop):
l, k = dim_k
cr, cc = dim_crop
if cr * cc *l *k == 0:
raise ValueError(f"None of dimension can be zero, l:{l}, k:{k}, cc:{cc}, cr:{cr}")
if cr <0 or cc<0 or l<0 or k<0:
raise ValueError(f"None of dimension can be negative, l:{l}, k:{k}, cc:{cc}, cr:{cr}")
if cr > l or cc >k:
raise ValueError(f"Cropping dimension must be smaller than kernel dimension.")
return l-cr, k-cc
def get_dim_convole(dim_i, dim_k, dim_c):
n, m = dim_i
l, k = dim_k
if l> n or k>m:
n ,l = l, n
m, k = k, m
cr, cc = dim_c
return n+l - 2*cr+1, m+k - 2*cc +1
def _expand_matrix(data, dim_ext, edge_param):
er, ec = dim_ext
if edge_param[0] == "custom" and len(edge_param) >=2:
C1, C2, R1, R2 = edge_param[1](data, (er, ec), edge_param[2:])
else: C1, C2, R1, R2 = _edge_matrix(data, (er, ec), edge_param)
# Column expand
if isinstance(C1, np.ndarray):
data = np.concatenate([C1, data, C2], axis=1)
# Row expand
if isinstance(R1, np.ndarray):
data = np.concatenate([R1, data, R2], axis=0)
return data
def _edge_matrix(data, dim_ext, edge_param):
n, m = data.shape
er, ec = dim_ext
# Column Matrix: (n, ec)
# Row Matrix: (er, m+2ec)
dim_column = (n, ec)
dim_row = (er, int(m+2*ec))
e_method_name, e_method_param = edge_param
if e_method_name == "extend":
a_col_1 = np.expand_dims(data[0:, 0], axis=0)
a_col_2 = np.expand_dims(data[0:,-1], axis=0)
C1 = np.repeat(a_col_1, ec, axis=0).transpose()
C2 = np.repeat(a_col_2, ec, axis=0).transpose()
a_row_1 = np.expand_dims(np.concatenate([C1[0],data[0], C2[0]]), axis=0)
a_row_2 = np.expand_dims(np.concatenate([C1[-1], data[-1], C2[-1]]), axis=0)
R1 =np.repeat(a_row_1, er, axis=0)
R2 =np.repeat(a_row_2, er, axis=0)
elif e_method_name == "wrap":
if er >0 and ec >0:
Cor1 = data[-er:, -ec: ]
Cor2 = data[-er:, :ec]
Cor3 = data[ :er, -ec: ]
Cor4 = data[ :er, :ec]
Row1 = data[-er:, :]
Row2 = data[ :er, :]
R1 = np.concatenate([Cor1, Row1, Cor2], axis=1)
R2 = np.concatenate([Cor3, Row2, Cor4], axis=1)
C1 = data[:, -ec: ]
C2 = data[:, :ec]
elif er>0: # ec ==0
R1 = data[-er:, :]
R2 = data[ :er, :]
C1 = C2 = None
else:
R1 = R2 = None
C1 = data[:, -ec: ]
C2 = data[:, :ec]
elif e_method_name == "reflect":
if er * ec >0:
C1 = np.flip(data[:, :ec], axis=1)
C2 = np.flip(data[:, -ec: ], axis=1)
Cor1 = np.flip(C1[ :er, :], axis=0) #
Cor2 = np.flip(C2[ :er, :], axis=0) #
Cor3 = np.flip(C1[-er: , :], axis=0) #
Cor4 = np.flip(C2[-er: , :], axis=0) #
Row1 = np.flip(data[:er, :], axis=0)
Row2 = np.flip(data[-er:, :], axis=0)
R1 = np.concatenate([Cor1 , Row1, Cor2], axis =1)
R2 = np.concatenate([Cor3 , Row2, Cor4], axis =1)
elif er > 0:
R1 = np.flip(data[:er, :], axis=0)
R2 = np.flip(data[-er:, :], axis=0)
C1 = C2 = None
else:
R1 = R2 = None
C1 = np.flip(data[:, :ec], axis=1)
C2 = np.flip(data[:, -ec: ], axis=1)
elif e_method_name == "mirror":
if er*ec >0:
C1 = np.flip(data[:, 1:ec+1], axis=1)
C2 = np.flip(data[:, -(ec+1): -1 ], axis=1)
Cor1 = np.flip(C1[ 1:er+1, :], axis=0)
Cor2 = np.flip(C2[ 1:er+1, :], axis=0)
Cor3 = np.flip(C1[-er-1: -1 , :], axis=0)
Cor4 = np.flip(C2[-er-1: -1 , :], axis=0)
Row1 = np.flip(data[1:er+1, :], axis=0)
Row2 = np.flip(data[-(er+1):-1, :], axis=0)
R1 = np.concatenate([Cor1 , Row1, Cor2], axis =1)
R2 = np.concatenate([Cor3 , Row2, Cor4], axis =1)
elif er >0:
R1 = np.flip(data[1:er+1, :], axis=0)
R2 = np.flip(data[-(er+1):-1, :], axis=0)
C1 = C2 = None
else:
R1 = R2 = None
C1 = np.flip(data[:, 1:ec+1], axis=1)
C2 = np.flip(data[:, -(ec+1): -1 ], axis=1)
elif e_method_name == "constant":
c = e_method_param
C1 = C2 = c*np.ones(shape=dim_column) if ec>0 else None
R1 = R2 = c*np.ones(shape=dim_row) if er>0 else None
else:
C1 = C2 = R1 = R2 = None
return C1, C2, R1, R2
def convolve2d( ## 1dim with 2dim convolution
data:np.ndarray,
filter:np.ndarray,
crop:Tuple[int, int]=(1, 1),
edge_mode:Literal["extend", "wrap", "mirror", "reflect", "constant"]="constant",
edge_params = [0],
image_mode = False
):
#no, mo = data.shape
#l, k = filter.shape
#if l*k > no*mo and not image_mode:
# data, filter = filter, data
l, k = filter.shape
filter = np.flip(filter, axis=0) # axis=1 flip occured at np.convolve routine.
if image_mode:
add_row = add_col = False
crop = (int(np.floor((l+1)/2)), int(np.floor((k+1)/2)))
if l%2 == 0:
add_row = True
if k%2 == 0:
add_col = True
er, ec = get_dim_ext((l, k), crop)
data_ext = _expand_matrix(data, (er, ec), [edge_mode]+edge_params)
n,m = data_ext.shape
result = np.zeros(shape = (n-l+1, m-k+1))
for i, h_row in enumerate(filter):
data_i = data_ext[i:n-l+i+1]
result += np.stack([np.convolve(h_row, r, mode="vaild") for r in data_i])
if image_mode:
if add_row:
result = result[1:]
if add_col:
result = result[:, 1:]
return result
#------------------------------------------------------
# Utils
def restore_data(data, dim_k, dim_crop):
l, k = dim_k
cr, cc = dim_crop
er = l - cr
ec = k -cc
return data[er: -er, ec: -ec]
# To matrix system
def _vec2sub_toeplitz(vec, m): #m: column dimension of matrix
k = len(vec)
n = m-k +1
rows = []
for i in range(0, n):
row_zeros = np.zeros(shape=(m-k,))
rows.append(np.insert(row_zeros, i, vec))
return np.vstack(rows)
def convolve2toeplitz(
data:np.ndarray,
filter:np.ndarray,
crop:Tuple[int, int]=(1, 1),
edge_mode:Literal["extend", "wrap", "mirror", "reflect","constant"]="constant",
edge_params = [0],
allow_ext=False) -> Tuple[np.ndarray, np.ndarray, Callable]:
l, k = filter.shape
er, ec = get_dim_ext((l, k), crop)
data_ext = _expand_matrix(data, (er, ec), [edge_mode]+edge_params)
n,m = data_ext.shape
filter = np.flip(np.flip(filter, axis=1), axis=0)
H_list = []
for i in range(0, l):
h_i = _vec2sub_toeplitz(filter[i], m)
if not allow_ext:
h_i = h_i[:, ec:-ec]
H_list.append(h_i)
topelitz_dim = H_list[0].shape
rows =[]
for i in range(0, n-l+1):
i_f = i
i_b = n- l -i_f
row = i_f*[np.zeros(shape=topelitz_dim)] + H_list + i_b*[np.zeros(shape=topelitz_dim)]
rows.append(row)
mat = np.block(rows)
if not allow_ext:
c = topelitz_dim[1]
erc = er*c
mat = mat[:, erc:-erc]
vec = data.flatten()
else:
vec = data_ext.flatten()
return mat, vec
#-------------------------------------------------------------------------------------------------------
# Special Case
#---------------------------------------------------------------
def get_matrix_system(filter, dim_d):
n,m = dim_d
l, k= filter.shape
if k != 2*m-1 or l != 2*n-1:
raise ValueError("Invaild dimension: l, k must be 2n-1, 2m-1")
rows = []
for i in range(0, n):
row_i = n-1-i
row_f = 2*n-1-i
for j in range(0, m):
column_i = m-1 -j
column_f = 2*m-1 -j
t = filter[row_i : row_f, column_i:column_f]
rows.append(t.flatten())
return np.vstack(rows)
@HYUNSEONG-KIM
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HYUNSEONG-KIM commented Mar 1, 2023

The above Toeplitz transform is one example of basic matrix representation.
The ouputs are same with next paper includingreshape routine.

Michal Gnacij, Krystian Lapa, Using Toeplitz matrices to obtain 2D convolution, posted: October 27th, 2022, doi:https://doi.org/10.21203/rs.3.rs-2195496/v1

See codes of their transform in their repository, 2D convolution

@HYUNSEONG-KIM
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There is a image processing algorithm that use a toeplitz matrix

Image deconvolution via superfast inversion of a class of two-level Toeplitz matrices
10.1109/ICIP.2012.6467549

@HYUNSEONG-KIM
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For higher dimension tensor convolution see

Nussbaumer transformation

10.1109/TASSP.1980.1163372

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