346 lines
162 KiB
Plaintext
346 lines
162 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"TRISKELE Python wrapper\n",
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"====\n",
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"\n",
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"Quick start\n",
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"-----\n",
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"\n",
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"Triskele Python is just a simple wrapper of apGenerator. It offers a class `Triskele` to setup the data and the environment."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import triskele"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(10, 10)"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"data = np.random.random((10,10))\n",
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"data.shape"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"t = triskele.Triskele(data)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Then use `filter` method to retrieve filtered layers stacked along the last axis ."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"scrolled": false
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(10, 10, 8)"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"layers = t.filter(tree='max-tree', area=[10, 100, 500], standard_deviation=[.5, .8], moment_of_inertia=[.2, .5])\n",
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"layers.shape"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Overview\n",
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"---\n",
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"\n",
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"### Basic filtering\n",
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"\n",
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"The current parameters allowed for the `filter` method are: \n",
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"\n",
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"- `tree` can be 'max-tree' (default), 'min-tree', 'tos-tree' for tree of shape or 'alpha-tree'.\n",
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"- `area` list of area thresholds (can be `None`)\n",
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"- `standard-deviation` list of SD thresholds (can be `None`)\n",
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"- `moment_of_inertia` list of MoI thresholds (can be `None`)\n",
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"- `features` can be 'weight' (default), 'mean', 'SD', 'area' or 'MOI'\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"from scipy import ndimage\n",
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"import matplotlib.pyplot as plt"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Create a synthetic image."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"n = 5; l = 256\n",
|
|
"\n",
|
|
"im = np.zeros((l, l))\n",
|
|
"points = l*np.random.random((2, n**2))\n",
|
|
"im[(points[0]).astype(np.int), (points[1]).astype(np.int)] = 1\n",
|
|
"im = ndimage.gaussian_filter(im, sigma=l/(2.*n))\n",
|
|
"\n",
|
|
"plt.imshow(im)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Create a Triskele instance, try some filtering."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"t = triskele.Triskele(im)\n",
|
|
"\n",
|
|
"area = [1e3, 1e4]\n",
|
|
"layers = t.filter(tree='max-tree', area=area)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Display the filtered layers."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
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{
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"data": {
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for i in range(layers.shape[-1]):\n",
|
|
" plt.imshow(layers[:,:,i])\n",
|
|
" plt.title('area {}'.format(area[i-1]) if i != 0 else 'Origin')\n",
|
|
" plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Stack filtering\n",
|
|
"\n",
|
|
"You can stack several layers and apply filtering directry to them. Each layer is filtered independently."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(256, 256, 20)"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"stack = np.random.random((256, 256, 20))\n",
|
|
"stack.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(256, 256, 80)"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"t = triskele.Triskele(stack)\n",
|
|
"\n",
|
|
"t.filter(area=[10, 100, 1e3]).shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Extra\n",
|
|
"\n",
|
|
"### TIF reader and writer\n",
|
|
"\n",
|
|
"Triskele wrapper comes with utility functions to read and write TIF files (this seems to be a very tedious task in Python...)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"True"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"triskele.write('demo.tif', layers)\n",
|
|
"\n",
|
|
"demo = triskele.read('./demo.tif')\n",
|
|
"\n",
|
|
"(demo == layers).all()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"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": "3.7.0"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|