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@Kup3a
Last active November 25, 2016 10:36
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{
"cells": [
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import PIL.Image as Image\n",
"import matplotlib.pylab as plt\n",
"import matplotlib.image as mpimg\n",
"%matplotlib inline\n",
"from math import sqrt"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.4829629131445341, 0.8365163037378077, 0.2241438680420134, -0.12940952255126034]\n",
"[-0.12940952255126034, -0.2241438680420134, 0.8365163037378077, -0.4829629131445341]\n"
]
}
],
"source": [
"CL = [(1 + sqrt(3)) / (4 * sqrt(2)),\n",
" (3 + sqrt(3)) / (4 * sqrt(2)),\n",
" (3 - sqrt(3)) / (4 * sqrt(2)),\n",
" (1 - sqrt(3)) / (4 * sqrt(2))]\n",
"\n",
"def hpf_coeffs(CL):\n",
" N = len(CL) # Количество коэффициентов\n",
" CH = [(-1)**k * CL[N - k - 1] # Коэффициенты в обратном порядке с чередованием\n",
" for k in xrange(N)]\n",
" return CH\n",
"\n",
"print CL\n",
"print hpf_coeffs(CL)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[1.5, -0.5, 3.5, -0.5]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\"\"\"\n",
"Преобразование исходной строки изображения в строку взвешенных сумм.\n",
"\n",
"data - строка изображения\n",
"CL - лист низкочастотных коэффициентов\n",
"CH - лист высокочастотных коэффициентов\n",
"delta - смещение для работы с обратной(транспонированной) матрицей преобразования\n",
"return out - лист, в котором на четных индексах стоят \"низкочастотных взвешенные суммы\"\n",
" а на нечетных - \"высокочастотные\"\n",
"\"\"\"\n",
"def pconv(data, CL, CH, delta = 0):\n",
" N = len(CL)\n",
" M = len(data)\n",
" out = [] # Список с результатом \n",
" for k in xrange(0, M, 2): \n",
" sL = 0 # Низкочастотный коэффициент\n",
" sH = 0 # Высокочастотный коэффициент\n",
" \"\"\"\n",
" перемножение векторов, где первый вектор - очередные 4 элемента data,\n",
" а второй вектор - лист коэффициентов\n",
" \"\"\"\n",
" for i in xrange(N):\n",
" sL += data[(k + i - delta) % M] * CL[i]\n",
" sH += data[(k + i - delta) % M] * CH[i]\n",
" out.append(sL) \n",
" out.append(sH)\n",
" return out\n",
"\n",
"C = [0.5, 0.5]\n",
"pconv([1, 2, 3, 4], C, hpf_coeffs(C))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"([2, 1, 0, 3], [3, 0, 1, -2])"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\"\"\"\n",
"Подсчет коэффициентов обратного преобразования. \n",
"\"\"\"\n",
"def icoeffs(CL, CH):\n",
" iCL = [] # Коэффициенты первой строки\n",
" iCH = [] # Коэффициенты второй строки\n",
" for k in xrange(0, len(CL), 2):\n",
" iCL.extend([CL[k-2], CH[k-2]])\n",
" iCH.extend([CL[k-1], CH[k-1]])\n",
" return (iCL, iCH)\n",
"\n",
"C = [0, 1, 2, 3]\n",
"icoeffs(C, hpf_coeffs(C))"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 127. 123. 125. ..., 165. 169. 166.]\n",
" [ 128. 126. 128. ..., 169. 163. 167.]\n",
" [ 128. 124. 128. ..., 178. 160. 175.]\n",
" ..., \n",
" [ 112. 112. 115. ..., 101. 97. 104.]\n",
" [ 110. 112. 117. ..., 104. 93. 105.]\n",
" [ 113. 115. 121. ..., 102. 95. 97.]]\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x859a5f8>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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H70tP99RI+KISX2U2DOW9Vfe8BFZYkim4NyhY1GE+wE8uRgNyjntCrLEgxIUoBZWZKL0n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\nbuDCAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x859ac50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"image = mpimg.imread('cab.png')\n",
"print image * 255\n",
"plt.imshow(image*255, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def dwt2(image, CL):\n",
" CH = hpf_coeffs(CL) # Вычисляем недостающие коэффициенты\n",
" w, h = image.shape # Размеры изображения\n",
" imageT = image.copy() # Копируем исходное изображение для преобразования\n",
" for i in xrange(h): # Обрабатываем строки\n",
" imageT[i, :] = pconv(imageT[i, :], CL, CH)\n",
" for i in xrange(w): # Обрабатываем столбцы\n",
" imageT[:, i] = pconv(imageT[:, i], CL, CH)\n",
"\n",
" # Переупорядочиваем столбцы и строки\n",
" data = imageT.copy()\n",
" data[0:h/2, 0:w/2] = imageT[0:h:2, 0:w:2]\n",
" data[h/2:h, 0:w/2] = imageT[1:h:2, 0:w:2]\n",
" data[0:h/2, w/2:w] = imageT[0:h:2, 1:w:2]\n",
" data[h/2:h, w/2:w] = imageT[1:h:2, 1:w:2]\n",
" return data\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x858e828>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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iWUPhcBgff/wxjn16/CAAPHr0CLdv3/bswPWvjxKorivXSJmS7hXdMXV3aEGp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\n1ZmrAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x85542b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data2 = dwt2(image, CL)\n",
"plt.imshow(data2, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def idwt2(data, CL):\n",
" w, h = data.shape # Размеры изображения\n",
" \n",
" # Переупорядочиваем столбцы и строки обратно\n",
" imageT = data.copy()\n",
" imageT[0:h:2, 0:w:2] = data[0:h/2, 0:w/2]\n",
" imageT[1:h:2, 0:w:2] = data[h/2:h, 0:w/2]\n",
" imageT[0:h:2, 1:w:2] = data[0:h/2, w/2:w]\n",
" imageT[1:h:2, 1:w:2] = data[h/2:h, w/2:w]\n",
"\n",
" CH = hpf_coeffs(CL)\n",
" iCL, iCH = icoeffs(CL, CH)\n",
" image = imageT.copy() # Копируем исходное изображение для преобразования\n",
" for i in xrange(w): # Обрабатывем столбцы\n",
" image[:, i] = pconv(image[:, i], iCL, iCH, delta=len(iCL)-2)\n",
" for i in xrange(h): # Обрабатывем строки\n",
" image[i, :] = pconv(image[i, :], iCL, iCH, delta=len(iCL)-2)\n",
"\n",
" return image"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7dba828>"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ak5OTeuutt0zB4RXYSJVIJAIv9Emn05qcnNTMzIxGR0dtnlh/0sI+RUzz3BJt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\nbuDCAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x87b6978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"image_rec = idwt2(data2, CL)\n",
"plt.imshow(image_rec, cmap='gray')"
]
},
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