2280 lines
1.5 MiB
Plaintext
2280 lines
1.5 MiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "88feecfe-dda0-4b60-8d79-61449aa63924",
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"metadata": {},
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"source": [
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"## Test with real image data and multiple filters"
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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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"id": "f99190a8-0619-45ea-91eb-c1fffa53f552",
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"metadata": {},
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"outputs": [],
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"source": [
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"from skimage import io\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"from skimage import filters\n",
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"from skimage import feature\n",
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"from skimage.morphology import disk,ball\n",
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"from sklearn.ensemble import RandomForestClassifier\n",
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"from scipy import ndimage\n",
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"import os\n",
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"import imageio\n",
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"import sys"
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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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"id": "e9cad7e6-677e-477f-aad2-a418b4c7e5ea",
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"metadata": {
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"jupyter": {
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"source_hidden": true
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},
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"tags": []
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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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"<matplotlib.image.AxesImage at 0x21a7fc3b1f0>"
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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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"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": [
|
|
"im = io.imread(r\"U:\\01_Python\\00_playground\\test_pytorch\\Dataset\\test_tomcat\\test_im.tif\")\n",
|
|
"plt.imshow(im)\n",
|
|
"# \"U:\\01_Python\\00_playground\\test_pytorch\\Dataset\\test_tomcat\\water_truth.tif\""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "67b52dc7-2826-4798-8e3c-570aa3287c8b",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"source": [
|
|
"### load label images iteratively optimized in trainable weka segmentation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "2ae21cf3-a911-4856-8586-1ccaf4789ac7",
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"air = io.imread(r\"U:\\01_Python\\00_playground\\test_pytorch\\Dataset\\test_tomcat\\air_truth.tif\")>0\n",
|
|
"water = io.imread(r\"U:\\01_Python\\00_playground\\test_pytorch\\Dataset\\test_tomcat\\water_truth.tif\")>0\n",
|
|
"fiber = io.imread(r\"U:\\01_Python\\00_playground\\test_pytorch\\Dataset\\test_tomcat\\fiber_truth.tif\")>0\n",
|
|
"truth = io.imread(r\"U:\\01_Python\\00_playground\\test_pytorch\\Dataset\\test_tomcat\\test_truth.tif\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "96d5c317-45d6-4139-8688-a7cf6d4a5cb0",
|
|
"metadata": {},
|
|
"source": [
|
|
"### develop feature Stack creation as in trainable weka segmentaion (TWS)\n",
|
|
"#### TWS creates Gaussian Blurs for sigma=0,1,2,4,8,16,... (whatever the limit is)\n",
|
|
"#### on each sigma, a sobel and hessian filter is applied\n",
|
|
"#### for hessian one image each for hessian, hessian trace, hessian determinant, hessian eigenvalue 1 & 2, hessian orientation, hessian square eigenvalue difference, normalized eigenvalue difference\n",
|
|
"#### difference of gaussians for all: larger sigma - smaller\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "10f47282-6202-4a85-9a3d-8eaa4c8048f1",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Filters in TWS"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 155,
|
|
"id": "d5477744-c35d-4e71-9588-f5519dd6665f",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def TWS_gaussian(im, sig=0):\n",
|
|
" G = filters.gaussian(im, sigma=sig, mode='reflect') #, preserve_range=True\n",
|
|
" fullname = ''.join(['gaussian_',f'{sig:.1f}'])\n",
|
|
" return G, fullname\n",
|
|
"\n",
|
|
"def TWS_gaussian_stack(im, sigmas):\n",
|
|
" fullnames = []\n",
|
|
" gstack = np.zeros((im.shape[0],im.shape[1], len(sigmas)))\n",
|
|
" for sig,i in zip(sigmas, range(len(sigmas))):\n",
|
|
" # if np.abs(sig-0)<0.1:\n",
|
|
" # gstack[:,:,i] = im\n",
|
|
" # name = ''.join(['gaussian_',f'{0:.1f}'])\n",
|
|
" # else:\n",
|
|
" gstack[:,:,i], name = TWS_gaussian(im, sig)\n",
|
|
" fullnames.append(name)\n",
|
|
" return gstack, fullnames\n",
|
|
"\n",
|
|
"def TWS_sobel(im, sig):\n",
|
|
" #sigma is only passed to the name! make sure it's correct\n",
|
|
" S = filters.sobel(im, mode='reflect')\n",
|
|
" name = ''.join(['sobel_',f'{sig:.1f}'])\n",
|
|
" return S, name\n",
|
|
"\n",
|
|
"def TWS_sobel_stack(gstack, sigmas):\n",
|
|
" Sstack = np.zeros(gstack.shape)\n",
|
|
" fullnames = []\n",
|
|
" for i in range(len(sigmas)):\n",
|
|
" Sstack[:,:,i], name = TWS_sobel(gstack[:,:,i], sigmas[i])\n",
|
|
" fullnames.append(name)\n",
|
|
" return Sstack, fullnames\n",
|
|
"\n",
|
|
"def TWS_hessian(im, sig):\n",
|
|
" #creates 8 images per sigma\n",
|
|
" #sigma is only passed to the name! make sure it's correct\n",
|
|
" a, b, d = feature.hessian_matrix(im, mode='reflect')\n",
|
|
" c = b\n",
|
|
" \n",
|
|
" mod = np.sqrt(a**2+b*c+d**2)\n",
|
|
" trace = a+d\n",
|
|
" det = a*d-c*b\n",
|
|
" eig1 = (a+d)/2 + np.sqrt((4*b**2+(a-d)**2)/2)\n",
|
|
" eig2 = (a+d)/2 - np.sqrt((4*b**2+(a-d)**2)/2)\n",
|
|
" \n",
|
|
" gamma_norm_eig_diff = (a-d)**2*((a-d)**2+4*b**2)\n",
|
|
" square_norm_eig_diff = ((a-d)**2+4*b**2) \n",
|
|
" \n",
|
|
" orient = 0.5*np.arccos(4*b**2+(a-d)**2)\n",
|
|
" hessian_stack = np.dstack([mod,trace,det,eig1,eig2,orient,gamma_norm_eig_diff,square_norm_eig_diff])\n",
|
|
" names = ['module', 'trace', 'determinant', 'eigenvalue1', 'eigenvalue2', 'orientation', 'gamma_norm_eig_diff', 'square_norm_eig_diff']\n",
|
|
"\n",
|
|
" fullnames = []\n",
|
|
" for name in names:\n",
|
|
" fullname = ''.join(['hessian_',name,'_',f'{sig:.1f}'])\n",
|
|
" fullnames.append(fullname)\n",
|
|
" return hessian_stack, fullnames\n",
|
|
"\n",
|
|
"def TWS_hessian_stack(gstack, sigmas):\n",
|
|
" size = len(sigmas)*8\n",
|
|
" Hstack = np.zeros((gstack.shape[0],gstack.shape[1], size))\n",
|
|
" fullnames = []\n",
|
|
" for i in range(len(sigmas)):\n",
|
|
" Hstack[:,:,i*8:i*8+8], names = TWS_hessian(gstack[:,:,i],sigmas[i])\n",
|
|
" fullnames = fullnames + names\n",
|
|
" return Hstack, fullnames\n",
|
|
" \n",
|
|
"\n",
|
|
"def TWS_diff_of_gaussians(gstack, sigmas):\n",
|
|
" #creates a stack of {size} (see below)\n",
|
|
" n = len(sigmas)\n",
|
|
" size = int(n*(n-1)/2)\n",
|
|
" \n",
|
|
" diff_stack = np.zeros((im.shape[0], im.shape[1], size))\n",
|
|
" fullnames = []\n",
|
|
" cc = 0\n",
|
|
" for i in range(1,n):\n",
|
|
" for j in range(i):\n",
|
|
" DG = gstack[:,:,i]-gstack[:,:,j]\n",
|
|
" diff_stack[:,:,cc] = DG\n",
|
|
" name = ''.join(['diff_of_gauss_',f'{sigmas[i]:.1f}','_',f'{sigmas[j]:.1f}'])\n",
|
|
" fullnames.append(name)\n",
|
|
" cc = cc + 1\n",
|
|
" return diff_stack, fullnames\n",
|
|
" \n",
|
|
" \n",
|
|
"def TWS_minimum(im, sigma):\n",
|
|
" M = filters.rank.minimum(im, disk(sigma))\n",
|
|
" fullname = ''.join(['minimum_',f'{sigma:.1f}'])\n",
|
|
" return M, fullname\n",
|
|
"\n",
|
|
"def TWS_minimum_stack(im, sigmas):\n",
|
|
" size = len(sigmas)-1\n",
|
|
" min_stack = np.zeros((im.shape[0], im.shape[1], size))\n",
|
|
" fullnames = []\n",
|
|
" i = 0\n",
|
|
" for i in range(size):\n",
|
|
" sig = sigmas[i+1]\n",
|
|
" min_stack[:,:,i], fullname = TWS_minimum(im, sig)\n",
|
|
" fullnames.append(fullname)\n",
|
|
" return min_stack, fullnames\n",
|
|
"\n",
|
|
"def TWS_maximum(im, sigma):\n",
|
|
" M = filters.rank.maximum(im, disk(sigma))\n",
|
|
" fullname = ''.join(['maximum_',f'{sigma:.1f}'])\n",
|
|
" return M, fullname\n",
|
|
"\n",
|
|
"def TWS_maximum_stack(im, sigmas):\n",
|
|
" size = len(sigmas)-1\n",
|
|
" max_stack = np.zeros((im.shape[0], im.shape[1], size))\n",
|
|
" fullnames = []\n",
|
|
" i = 0\n",
|
|
" for i in range(size):\n",
|
|
" sig = sigmas[i+1]\n",
|
|
" max_stack[:,:,i], fullname = TWS_maximum(im, sig)\n",
|
|
" fullnames.append(fullname)\n",
|
|
" return max_stack, fullnames\n",
|
|
"\n",
|
|
"def TWS_median(im, sigma):\n",
|
|
" M = filters.rank.median(im, disk(sigma))\n",
|
|
" fullname = ''.join(['median_',f'{sigma:.1f}'])\n",
|
|
" return M, fullname\n",
|
|
"\n",
|
|
"def TWS_median_stack(im, sigmas):\n",
|
|
" size = len(sigmas)-1\n",
|
|
" med_stack = np.zeros((im.shape[0], im.shape[1], size))\n",
|
|
" fullnames = []\n",
|
|
" i = 0\n",
|
|
" for i in range(size):\n",
|
|
" sig = sigmas[i+1]\n",
|
|
" med_stack[:,:,i], fullname = TWS_median(im, sig)\n",
|
|
" fullnames.append(fullname)\n",
|
|
" return med_stack, fullnames\n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "460ef450-773b-4c21-9012-70ed5aabd62b",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### reverse engineered feature stack"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "7aa8958e-62a5-4ec3-a4db-3c743cbb6aac",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def TWS_feature_stack(im, sigmas, feat_select):\n",
|
|
" feat_names = []\n",
|
|
" stack_list = []\n",
|
|
" #TODO: allow ticking off features\n",
|
|
" \n",
|
|
" #gaussian filters\n",
|
|
" if feat_select['Gaussian']:\n",
|
|
" g_stack, gfeat = TWS_gaussian_stack(im, sigmas)\n",
|
|
" stack_list.append(g_stack)\n",
|
|
" feat_names = feat_names + gfeat\n",
|
|
" \n",
|
|
" #sobel filter on every gaussian sigma\n",
|
|
" if feat_select['Sobel']:\n",
|
|
" s_stack, sfeat = TWS_sobel_stack(g_stack, sigmas)\n",
|
|
" stack_list.append(s_stack)\n",
|
|
" feat_names = feat_names + sfeat\n",
|
|
" \n",
|
|
" #stack of hessian stacks for every sigma\n",
|
|
" if feat_select['Hessian']:\n",
|
|
" h_stack, hfeat = TWS_hessian_stack(g_stack, sigmas)\n",
|
|
" stack_list.append(h_stack)\n",
|
|
" feat_names = feat_names + hfeat\n",
|
|
" \n",
|
|
" #diff of gaussians\n",
|
|
" if feat_select['Diff of Gaussians']:\n",
|
|
" d_stack, dfeat = TWS_diff_of_gaussians(g_stack, sigmas)\n",
|
|
" stack_list.append(d_stack)\n",
|
|
" feat_names = feat_names + dfeat\n",
|
|
" \n",
|
|
" #minimum filters\n",
|
|
" if feat_select['minimum']:\n",
|
|
" min_stack, minfeat = TWS_minimum_stack(im, sigmas)\n",
|
|
" stack_list.append(min_stack)\n",
|
|
" feat_names = feat_names + minfeat\n",
|
|
"\n",
|
|
" #maximum filters\n",
|
|
" if feat_select['maximum']:\n",
|
|
" max_stack, maxfeat = TWS_maximum_stack(im, sigmas)\n",
|
|
" stack_list.append(max_stack)\n",
|
|
" feat_names = feat_names + maxfeat\n",
|
|
" \n",
|
|
" #median filters\n",
|
|
" if feat_select['median']:\n",
|
|
" med_stack, medfeat = TWS_median_stack(im, sigmas)\n",
|
|
" stack_list.append(med_stack)\n",
|
|
" feat_names = feat_names + medfeat\n",
|
|
" \n",
|
|
" feat_stack = np.dstack(stack_list)\n",
|
|
" \n",
|
|
" return feat_stack, feat_names\n",
|
|
" \n",
|
|
" \n",
|
|
" \n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "081fbc42-9400-4f14-a135-0cdca255e5d3",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Function to classify one slice automatically detecting phases in truth image"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "0e2c0149-2914-4ad4-a0d8-5a840029bee5",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def label_data_slice(im, truth, sigmas, feat_select, feat_stack=None):\n",
|
|
" #TODO: automatically detect phases in truth image and aovid overlap\n",
|
|
" #TODO: define format of truth image\n",
|
|
" phase1 = truth==1\n",
|
|
" phase2 = truth==2\n",
|
|
" phase3 = truth==4\n",
|
|
" \n",
|
|
" if feat_stack is None:\n",
|
|
" feat_stack, feat_names = TWS_feature_stack(im, sigmas, feat_select)\n",
|
|
" \n",
|
|
" X1 = feat_stack[phase1]\n",
|
|
" y1 = np.zeros(X1.shape[0])\n",
|
|
" X2 = feat_stack[phase2]\n",
|
|
" y2 = np.ones(X2.shape[0])\n",
|
|
" X3 = feat_stack[phase3]\n",
|
|
" y3 = 2*np.ones(X3.shape[0])\n",
|
|
"\n",
|
|
" y = np.concatenate([y1,y2,y3])\n",
|
|
" X = np.concatenate([X1,X2,X3])\n",
|
|
" \n",
|
|
" return X,y, feat_stack\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "7c271a65-4563-4758-8523-d08bfa27cc36",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
" def classify_and_plot(X,y,im, feat_stack, plot=True):\n",
|
|
" # TODO: allow choice and manipulation of ML method\n",
|
|
" clf = RandomForestClassifier(n_estimators = 300, n_jobs=-1, random_state = 42, max_features=None) \n",
|
|
" clf.fit(X, y)\n",
|
|
" num_feat = feat_stack.shape[2]\n",
|
|
" ypred = clf.predict(feat_stack.reshape(-1,num_feat))\n",
|
|
" result = ypred.reshape(im.shape).astype(np.uint8)\n",
|
|
" if plot:\n",
|
|
" fig, (ax1, ax2)= plt.subplots(1,2,figsize=(12,7))\n",
|
|
" ax1.imshow(im, cmap='Greys_r')\n",
|
|
" ax2.imshow(result)\n",
|
|
" return result, clf"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "aa130555-8c40-487c-ab94-6e9b408aa44b",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def slicewise_classify_for_training(im, slice_name,sigmas, feat_select, plot=True, feat_stack=None, truth=None, training_dict=None): #, training_path, XTM_data_path\n",
|
|
" #consider training data from other slices but do not simpliy append to avoid duplicates\n",
|
|
" flag = False #TODO: get rid of flag\n",
|
|
" if training_dict is not None:\n",
|
|
" slices = list(training_dict.keys())\n",
|
|
" if slice_name in slices: \n",
|
|
" slices.remove(slice_name)\n",
|
|
" if len(slices)>0:\n",
|
|
" flag = True\n",
|
|
" Xall = training_dict[slices[0]][0]\n",
|
|
" yall = training_dict[slices[0]][1]\n",
|
|
" for i in range(1,len(slices)):\n",
|
|
" Xall = np.concatenate([Xall, training_dict[slices[i]][0]])\n",
|
|
" yall = np.concatenate([yall, training_dict[slices[i]][1]])\n",
|
|
" \n",
|
|
" \n",
|
|
" if feat_stack is None:\n",
|
|
" print('creating feature stack')\n",
|
|
" X,y, feat_stack = label_data_slice(im, truth, sigmas, feat_select)\n",
|
|
" else:\n",
|
|
" X,y, feat_stack = label_data_slice(im, truth, sigmas, feat_select, feat_stack=feat_stack) \n",
|
|
" \n",
|
|
" print('training and classifying')\n",
|
|
" \n",
|
|
" if training_dict is not None and flag:\n",
|
|
" Xt = np.concatenate([Xall,X])\n",
|
|
" yt = np.concatenate([yall,y])\n",
|
|
" Xall = None\n",
|
|
" yall = None\n",
|
|
" else:\n",
|
|
" Xt = X\n",
|
|
" yt = y\n",
|
|
" \n",
|
|
" result, clf = classify_and_plot(Xt,yt,im, feat_stack, plot)\n",
|
|
" \n",
|
|
" # print('save slice result, retrain if needed')\n",
|
|
" # imageio.imsave(os.path.join(training_path,''.join([slice_name,'_classified.tif'])), result)\n",
|
|
" return X, y, feat_stack, clf, result"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c8c24db0-f573-435b-8cb2-273eb34fa886",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### end of definitions"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "29f522aa-b302-44fa-8a3f-304f228afba2",
|
|
"metadata": {},
|
|
"source": [
|
|
"### train classifier and plot result on \"test\" slice"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "d2dfbddf-9404-4e5b-9422-ba55655a03d5",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"sigmas = [0, 2,4,6,8] #hard-coded for now, sobel and hessian require that first sigma is 0, diff, gaussian(sig=0) = 0\n",
|
|
"\n",
|
|
"# default feature choice\n",
|
|
"feat_select = {'Gaussian': True,\n",
|
|
" 'Sobel': True,\n",
|
|
" 'Hessian': True,\n",
|
|
" 'Diff of Gaussians': True\n",
|
|
" }\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "d13ec30e-f17a-4dd3-bcb3-10c1e9624fb2",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"slice_name = 'test'\n",
|
|
"training_path = r\"U:\\01_Python\\00_playground\\test_pytorch\\Dataset\\test_tomcat\""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "eb355b4a-1fad-4f0d-9b4e-2bf5daf83484",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"im = io.imread(r\"U:\\01_Python\\00_playground\\test_pytorch\\Dataset\\test_tomcat\\test_im.tif\")\n",
|
|
"air = io.imread(r\"U:\\01_Python\\00_playground\\test_pytorch\\Dataset\\test_tomcat\\air_truth.tif\")>0\n",
|
|
"water = io.imread(r\"U:\\01_Python\\00_playground\\test_pytorch\\Dataset\\test_tomcat\\water_truth.tif\")>0\n",
|
|
"fiber = io.imread(r\"U:\\01_Python\\00_playground\\test_pytorch\\Dataset\\test_tomcat\\fiber_truth.tif\")>0\n",
|
|
"truth = air+water*2+fiber*4"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "b38ee15d-0566-4fa0-8cca-e42a3147518c",
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"jupyter": {
|
|
"outputs_hidden": true,
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"creating feature stack\n",
|
|
"training and classifying\n",
|
|
"save slice result\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x504 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"X,y, feat_stack, clf = slicewise_classify_for_training(im, slice_name, truth=truth,training_path = r\"U:\\01_Python\\00_playground\\test_pytorch\\Dataset\\test_tomcat\", XTM_data_path = r\"U:\\01_Python\\00_playground\\test_pytorch\\Dataset\\test_tomcat\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "97e3e924-53dc-4e06-81be-6d40b55810c2",
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"training_dict = {}\n",
|
|
"training_dict[slice_name] = (X,y, feat_stack)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "b7b8ebc3-1976-452e-9099-8cba88c53ba9",
|
|
"metadata": {},
|
|
"source": [
|
|
"### proper training workflow for 3 phases air, water, fiber TODO: make general"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "12e8c38c-d0e0-41f7-bdcd-92bc933f9858",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"XTM_data_path = r\"D:\\TOMCAT_2\\01_intcorrect_med_leg_0\"\n",
|
|
"training_path = r\"U:\\01_Python\\00_playground\\test_pytorch\\Dataset\\test_tomcat\\training\"\n",
|
|
"\n",
|
|
"\n",
|
|
"time_folder = os.listdir(XTM_data_path)\n",
|
|
"timestep_folder = time_folder[0]\n",
|
|
"images_first = os.listdir(os.path.join(XTM_data_path, timestep_folder))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"id": "14cecb29-3057-49ab-8304-4283ec4951cf",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"try time step 9\n",
|
|
"try slice number 326\n",
|
|
"create missing training set with ImageJ-script!\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# randomly suggest slice for training\n",
|
|
"num_ts = len(time_folder)\n",
|
|
"num_slices = len(images_first)\n",
|
|
"\n",
|
|
"ts = np.random.choice(range(num_ts))+1\n",
|
|
"print('try time step ',ts )\n",
|
|
"sn = np.random.choice(range(num_slices))+1\n",
|
|
"print('try slice number ', sn)\n",
|
|
"\n",
|
|
"slice_name= ''.join(['ts_',str(ts),'_slice_',str(sn)])\n",
|
|
"watername = ''.join([slice_name, '_water.tif'])\n",
|
|
"waterpath = os.path.join(training_path, watername)\n",
|
|
"if not os.path.exists(waterpath):\n",
|
|
" print('create missing training set with ImageJ-script!')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"id": "4796f392-f528-4665-9bf8-eff04abd69b8",
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"jupyter": {
|
|
"outputs_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"training and classifying\n",
|
|
"save slice result\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x504 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"time_step = 15\n",
|
|
"slice_number = 519\n",
|
|
"\n",
|
|
"time_folder = os.listdir(XTM_data_path)\n",
|
|
"timestep_folder = time_folder[time_step]\n",
|
|
"images = os.listdir(os.path.join(XTM_data_path, timestep_folder))\n",
|
|
"image_name = images[slice_number]\n",
|
|
"im = io.imread(os.path.join(XTM_data_path, timestep_folder, image_name))\n",
|
|
"\n",
|
|
"slice_name= ''.join(['ts_',str(time_step),'_slice_',str(slice_number)])\n",
|
|
"watername = ''.join([slice_name, '_water.tif'])\n",
|
|
"waterpath = os.path.join(training_path, watername)\n",
|
|
"airname = ''.join([slice_name, '_air.tif'])\n",
|
|
"airpath = os.path.join(training_path, airname)\n",
|
|
"fibername = ''.join([slice_name, '_fiber.tif'])\n",
|
|
"fiberpath = os.path.join(training_path, fibername)\n",
|
|
"\n",
|
|
"air = io.imread(airpath)>0\n",
|
|
"water = io.imread(waterpath)>0\n",
|
|
"fiber = io.imread(fiberpath)>0\n",
|
|
"truth = air+water*2+fiber*4\n",
|
|
"\n",
|
|
"if slice_name in training_dict.keys():\n",
|
|
" X,y, feat_stack, clf = slicewise_classify_for_training(im, slice_name, XTM_data_path=XTM_data_path, training_path=training_path, feat_stack=training_dict[slice_name][2], truth=truth, training_dict=training_dict)\n",
|
|
"else:\n",
|
|
" X,y, feat_stack, clf = slicewise_classify_for_training(im, slice_name, XTM_data_path=XTM_data_path, training_path=training_path, truth=truth, training_dict=training_dict)\n",
|
|
"\n",
|
|
"training_dict[slice_name] = (X,y, feat_stack)\n",
|
|
"print('training dict contains ',len(training_dict.keys()),'entries, keep track of memory')\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"id": "eb095e9d-ff33-435a-90b1-e2ad79c58f64",
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"### make test feature_stack and names\n",
|
|
"_, feat_names = TWS_feature_stack(im, sigmas)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"id": "9f2868e9-b491-440d-a17e-7a8a591a942b",
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"jupyter": {
|
|
"outputs_hidden": true,
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
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|
"text/plain": [
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"([0,\n",
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" 1,\n",
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" 2,\n",
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" 3,\n",
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" 4,\n",
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" 5,\n",
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" 6,\n",
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" 7,\n",
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" 8,\n",
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" 9,\n",
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" 10,\n",
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|
|
" 49,\n",
|
|
" 50,\n",
|
|
" 51,\n",
|
|
" 52,\n",
|
|
" 53,\n",
|
|
" 54,\n",
|
|
" 55,\n",
|
|
" 56,\n",
|
|
" 57,\n",
|
|
" 58,\n",
|
|
" 59],\n",
|
|
" [Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
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" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, ''),\n",
|
|
" Text(0, 0, '')])"
|
|
]
|
|
},
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x648 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure( figsize=(16,9))\n",
|
|
"plt.plot(feat_names,clf.feature_importances_,'x')\n",
|
|
"plt.xticks(rotation=90)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "db996260-929d-4234-ab0a-5cfaebd44be7",
|
|
"metadata": {},
|
|
"source": [
|
|
"### segment wood time series"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "8adb4810-7f34-4017-9acd-063306612718",
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"XTM_data_path = r\"C:\\Zwischenlager\\wood_time_slices\\00_raw\"\n",
|
|
"training_path = r\"C:\\Zwischenlager\\wood_time_slices\\training_data\"\n",
|
|
"\n",
|
|
"\n",
|
|
"time_folder = os.listdir(XTM_data_path)\n",
|
|
"timestep_folder = time_folder[0]\n",
|
|
"images_first = os.listdir(os.path.join(XTM_data_path, timestep_folder))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 55,
|
|
"id": "993e7766-2947-4d96-b471-1985e571767e",
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"sigmas = [0, 2,4] #hard-coded for now, sobel and hessian require that first sigma is 0, diff, gaussian(sig=0) = 0\n",
|
|
"\n",
|
|
"# default feature choice\n",
|
|
"feat_select = {'Gaussian': True,\n",
|
|
" 'Sobel': True,\n",
|
|
" 'Hessian': True,\n",
|
|
" 'Diff of Gaussians': True,\n",
|
|
" 'maximum': True,\n",
|
|
" 'minimum': True,\n",
|
|
" 'median': True\n",
|
|
" }\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"id": "23c431a0-b19a-4914-b9d0-84fd69d21d65",
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"jupyter": {
|
|
"outputs_hidden": true,
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"{'Gaussian': True,\n",
|
|
" 'Sobel': True,\n",
|
|
" 'Hessian': True,\n",
|
|
" 'Diff of Gaussians': True,\n",
|
|
" 'maximum': True,\n",
|
|
" 'minimum': True,\n",
|
|
" 'median': True}"
|
|
]
|
|
},
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"feat_select"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 56,
|
|
"id": "b9b07c5f-fca4-4fc7-b2ea-b7a140b59327",
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"training_dict = {}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "8100830a-a3f2-4a39-86ee-06ef8c501144",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### iteratative loop"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "eb83d038-fd5b-45ba-9714-23b6ba159aea",
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"jupyter": {
|
|
"outputs_hidden": true,
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"try time step 6\n",
|
|
"try slice number 87\n",
|
|
"create missing training set with ImageJ-script!\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# randomly suggest slice for training\n",
|
|
"num_ts = len(time_folder)\n",
|
|
"num_slices = len(images_first)\n",
|
|
"\n",
|
|
"ts = np.random.choice(range(num_ts))+1\n",
|
|
"print('try time step ',ts )\n",
|
|
"sn = np.random.choice(range(num_slices))+1\n",
|
|
"print('try slice number ', sn)\n",
|
|
"\n",
|
|
"slice_name= ''.join(['ts_',str(ts),'_slice_',str(sn)])\n",
|
|
"watername = ''.join([slice_name, '_water.tif'])\n",
|
|
"waterpath = os.path.join(training_path, watername)\n",
|
|
"if not os.path.exists(waterpath):\n",
|
|
" print('create missing training set with ImageJ-script!')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 57,
|
|
"id": "dbb17ad9-f296-430e-9f44-864d031909bb",
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"jupyter": {
|
|
"outputs_hidden": true,
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"creating feature stack\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"C:\\Users\\fische_r\\Miniconda3\\envs\\pyweka\\lib\\site-packages\\skimage\\filters\\rank\\generic.py:262: UserWarning: Bad rank filter performance is expected due to a large number of bins (38360), equivalent to an approximate bitdepth of 15.2.\n",
|
|
" image, footprint, out, mask, n_bins = _preprocess_input(image, footprint,\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"training and classifying\n",
|
|
"save slice result, retrain if needed\n",
|
|
"training dict contains 1 entries, keep track of memory\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x504 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"time_step = 5\n",
|
|
"slice_number = 54\n",
|
|
"\n",
|
|
"time_folder = os.listdir(XTM_data_path)\n",
|
|
"timestep_folder = time_folder[time_step]\n",
|
|
"images = os.listdir(os.path.join(XTM_data_path, timestep_folder))\n",
|
|
"image_name = images[slice_number]\n",
|
|
"im = io.imread(os.path.join(XTM_data_path, timestep_folder, image_name))\n",
|
|
"\n",
|
|
"slice_name= ''.join(['ts_',str(time_step),'_slice_',str(slice_number)])\n",
|
|
"watername = ''.join([slice_name, '_water.tif'])\n",
|
|
"waterpath = os.path.join(training_path, watername)\n",
|
|
"airname = ''.join([slice_name, '_air.tif'])\n",
|
|
"airpath = os.path.join(training_path, airname)\n",
|
|
"fibername = ''.join([slice_name, '_fiber.tif'])\n",
|
|
"fiberpath = os.path.join(training_path, fibername)\n",
|
|
"\n",
|
|
"air = io.imread(airpath)>0\n",
|
|
"water = io.imread(waterpath)>0\n",
|
|
"fiber = io.imread(fiberpath)>0\n",
|
|
"truth = air+water*2+fiber*4\n",
|
|
"\n",
|
|
"if slice_name in training_dict.keys():\n",
|
|
" X,y, feat_stack, clf = slicewise_classify_for_training(im, slice_name,sigmas,XTM_data_path, training_path, feat_select, feat_stack=training_dict[slice_name][2], truth=truth, training_dict=training_dict)\n",
|
|
"else:\n",
|
|
" X,y, feat_stack, clf = slicewise_classify_for_training(im, slice_name,sigmas, XTM_data_path, training_path, feat_select, truth=truth, training_dict=training_dict)\n",
|
|
"\n",
|
|
"training_dict[slice_name] = (X,y, feat_stack)\n",
|
|
"print('training dict contains ',len(training_dict.keys()),'entries, keep track of memory')\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 58,
|
|
"id": "9eb5c087-c81f-411c-aefc-0fd5d09a58f2",
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"jupyter": {
|
|
"outputs_hidden": true,
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"C:\\Users\\fische_r\\Miniconda3\\envs\\pyweka\\lib\\site-packages\\skimage\\filters\\rank\\generic.py:262: UserWarning: Bad rank filter performance is expected due to a large number of bins (38360), equivalent to an approximate bitdepth of 15.2.\n",
|
|
" image, footprint, out, mask, n_bins = _preprocess_input(image, footprint,\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"### make test feature_stack and names\n",
|
|
"_, feat_names = TWS_feature_stack(im, sigmas, feat_select)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"id": "9bcfe1ce-d6d0-4596-b63b-50dd82b415ae",
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"jupyter": {
|
|
"outputs_hidden": true,
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"55"
|
|
]
|
|
},
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"len(feat_names)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 59,
|
|
"id": "6b0bff50-3dee-4851-ab23-345496886e14",
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"jupyter": {
|
|
"outputs_hidden": true,
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"C:\\Users\\fische_r\\AppData\\Local\\Temp\\ipykernel_12928\\1483009324.py:2: MatplotlibDeprecationWarning: Passing the linefmt parameter positionally is deprecated since Matplotlib 3.5; the parameter will become keyword-only two minor releases later.\n",
|
|
" plt.stem(feat_names,clf.feature_importances_,'x')\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0, 0.5, 'importance')"
|
|
]
|
|
},
|
|
"execution_count": 59,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x648 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure( figsize=(16,9))\n",
|
|
"plt.stem(feat_names,clf.feature_importances_,'x')\n",
|
|
"plt.xticks(rotation=90)\n",
|
|
"plt.ylabel('importance')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 40,
|
|
"id": "1b01aed8-648d-4f49-bc58-efcf8701904f",
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"import robpylib"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 68,
|
|
"id": "48bdfe0f-7399-434b-861e-ac31e2ab27dc",
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"feat_files = []\n",
|
|
"for feat in feat_names:\n",
|
|
" feat_files.append(feat+'.tif')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 69,
|
|
"id": "1cb0c8c1-740c-42a5-b03c-968e9aa94aae",
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"robpylib.CommonFunctions.ImportExport.WriteStackNew(r\"C:\\Zwischenlager\\wood_time_slices\\pywekastack\", feat_files, feat_stack)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"id": "8d971a61-8d2e-40d4-85c3-5b408c905dc2",
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"jupyter": {
|
|
"outputs_hidden": true,
|
|
"source_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'gaussian_0.0'"
|
|
]
|
|
},
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"feat_names[0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "d0d5425b-3370-41ff-bdea-81ca6b74b153",
|
|
"metadata": {},
|
|
"source": [
|
|
"### wood series with training within jupyter"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "3628268d-afff-491c-837c-6b552d6519aa",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### test on single image, for now 8bit version necessary for display"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "dc87fa34-c891-4838-b93b-b533f928cf5f",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from ipywidgets import Image\n",
|
|
"from ipywidgets import ColorPicker, IntSlider, link, AppLayout, HBox\n",
|
|
"from ipycanvas import RoughCanvas, hold_canvas, Canvas, MultiCanvas"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "599e8ccb-8c70-4579-8a4e-727bc370a736",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.image.AxesImage at 0x13550e06620>"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import os\n",
|
|
"from skimage import io\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"im8 = io.imread(r\"C:\\Zwischenlager\\wood_time_slices\\8bit_test.tif\")\n",
|
|
"im = io.imread(r\"C:\\Zwischenlager\\wood_time_slices\\16bit_test.tif\")\n",
|
|
"truthpath = r\"C:\\Zwischenlager\\wood_time_slices\\tst_truth.tif\"\n",
|
|
"plt.imshow(im8)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "eebc16a4-6dfd-445f-a153-d43317de342b",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"resultim = np.zeros(im.shape, dtype=np.uint8)\n",
|
|
"if os.path.exists(truthpath):\n",
|
|
" truth = io.imread(truthpath)\n",
|
|
" print('existing label set loaded')\n",
|
|
"else:\n",
|
|
" truth = resultim.copy()\n",
|
|
"slice_name = 'test'"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "afc2fd25-d09a-41b0-9aef-77771332a065",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"sigmas = [0, 2,4, 8] #hard-coded for now, sobel and hessian require that first sigma is 0, diff, gaussian(sig=0) = 0\n",
|
|
"\n",
|
|
"# default feature choice\n",
|
|
"feat_select = {'Gaussian': True,\n",
|
|
" 'Sobel': True,\n",
|
|
" 'Hessian': True,\n",
|
|
" 'Diff of Gaussians': True,\n",
|
|
" 'maximum': True,\n",
|
|
" 'minimum': True,\n",
|
|
" 'median': True\n",
|
|
" }\n",
|
|
" \n",
|
|
"training_dict = {}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "b3f84016-3f7c-47dd-9767-5afa22f94b08",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Training cells"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "62ca4917-3dca-4ba9-914e-aa999b179d69",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "b3013238443c480eac1356290962576e",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"HBox(children=(MultiCanvas(height=690, width=744), ColorPicker(value='#ff0000', description='Color:'), IntSlid…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"width = im8.shape[1]\n",
|
|
"height = im8.shape[0]\n",
|
|
"\n",
|
|
"Mcanvas = MultiCanvas(4, width=width, height=height)\n",
|
|
"background = Mcanvas[0]\n",
|
|
"resultdisplay = Mcanvas[2]\n",
|
|
"truthdisplay = Mcanvas[1]\n",
|
|
"canvas = Mcanvas[3]\n",
|
|
"canvas.sync_image_data = True\n",
|
|
"\n",
|
|
"drawing = False\n",
|
|
"position = None\n",
|
|
"shape = []\n",
|
|
"\n",
|
|
"\n",
|
|
"def on_mouse_down(x, y):\n",
|
|
" global drawing\n",
|
|
" global position\n",
|
|
" global shape\n",
|
|
"\n",
|
|
" drawing = True\n",
|
|
" position = (x, y)\n",
|
|
" shape = [position]\n",
|
|
"\n",
|
|
"\n",
|
|
"def on_mouse_move(x, y):\n",
|
|
" global drawing\n",
|
|
" global position\n",
|
|
" global shape\n",
|
|
"\n",
|
|
" if not drawing:\n",
|
|
" return\n",
|
|
"\n",
|
|
" with hold_canvas():\n",
|
|
" canvas.stroke_line(position[0], position[1], x, y)\n",
|
|
"\n",
|
|
" position = (x, y)\n",
|
|
"\n",
|
|
" shape.append(position)\n",
|
|
"\n",
|
|
"\n",
|
|
"def on_mouse_up(x, y):\n",
|
|
" global drawing\n",
|
|
" global position\n",
|
|
" global shape\n",
|
|
"\n",
|
|
" drawing = False\n",
|
|
"\n",
|
|
" with hold_canvas():\n",
|
|
" canvas.stroke_line(position[0], position[1], x, y)\n",
|
|
" canvas.fill_polygon(shape)\n",
|
|
"\n",
|
|
" shape = []\n",
|
|
"\n",
|
|
"image_data = np.stack((im8, im8, im8), axis=2)\n",
|
|
"background.put_image_data(image_data, 0, 0)\n",
|
|
"\n",
|
|
"# alpha = 0.15\n",
|
|
"resultdisplay.global_alpha = 0.15\n",
|
|
"# result_data = np.stack((255*(resultim==0), 255*(resultim==1), 255*(resultim==2)), axis=2)\n",
|
|
"if np.any(resultim>0):\n",
|
|
" result_data = np.stack((255*(resultim==0), 255*(resultim==1), 255*(resultim==2)), axis=2)\n",
|
|
"else:\n",
|
|
" result_data = np.stack((0*resultim, 0*resultim, 0*resultim), axis=2)\n",
|
|
"resultdisplay.put_image_data(result_data, 0, 0)\n",
|
|
"\n",
|
|
"# truth_data = np.stack((255*(truth==1), 2555*(truth==2), 2555*(truth==4)), axis=2)\n",
|
|
"# truthdisplay.put_image_data(truth_data, 0, 0) \n",
|
|
"# truthdisplay.global_alpha = 0.05\n",
|
|
"\n",
|
|
"canvas.on_mouse_down(on_mouse_down)\n",
|
|
"canvas.on_mouse_move(on_mouse_move)\n",
|
|
"canvas.on_mouse_up(on_mouse_up)\n",
|
|
"\n",
|
|
"# canvas.stroke_style = \"#749cb8\"\n",
|
|
"\n",
|
|
"# canvas.global_alpha = 0.75\n",
|
|
"\n",
|
|
"picker = ColorPicker(description=\"Color:\", value=\"#ff0000\")\n",
|
|
"slidealpha = IntSlider(description=\"Result overlay\", value=0.15)\n",
|
|
"\n",
|
|
"link((picker, \"value\"), (canvas, \"stroke_style\"))\n",
|
|
"link((picker, \"value\"), (canvas, \"fill_style\"))\n",
|
|
"# link((slidealpha, \"value\"), (resultdisplay, \"global_alpha\"))\n",
|
|
"\n",
|
|
"HBox((Mcanvas, picker, slidealpha))\n",
|
|
"#print('paint image with #ff0000 for air, #00ff00 for water and #0000ff for fiber')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "86ab892e-c059-4efc-b416-751bf522aa34",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#create truth image from image, save to file\n",
|
|
"label_set = canvas.get_image_data()\n",
|
|
"\n",
|
|
"truth[label_set[:,:,0]>0] = 1\n",
|
|
"truth[label_set[:,:,1]>0] = 2\n",
|
|
"truth[label_set[:,:,2]>0] = 4\n",
|
|
"\n",
|
|
"imageio.imsave(truthpath, truth)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "07af62ac-e70c-40ce-9875-e8fb9e2ba96a",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"creating feature stack\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"C:\\Users\\fische_r\\Miniconda3\\envs\\pyweka\\lib\\site-packages\\skimage\\filters\\rank\\generic.py:262: UserWarning: Bad rank filter performance is expected due to a large number of bins (40107), equivalent to an approximate bitdepth of 15.3.\n",
|
|
" image, footprint, out, mask, n_bins = _preprocess_input(image, footprint,\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"training and classifying\n",
|
|
"training dict contains 1 entries, keep track of memory\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x504 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"if slice_name in training_dict.keys():\n",
|
|
" X,y, feat_stack, clf, resultim = slicewise_classify_for_training(im, slice_name,sigmas, feat_select, feat_stack=training_dict[slice_name][2], truth=truth, training_dict=training_dict)\n",
|
|
"else:\n",
|
|
" X,y, feat_stack, clf, resultim = slicewise_classify_for_training(im, slice_name,sigmas, feat_select, truth=truth, training_dict=training_dict) #XTM_data_path, training_path, \n",
|
|
"\n",
|
|
"training_dict[slice_name] = (X,y, feat_stack)\n",
|
|
"print('training dict contains ',len(training_dict.keys()),'entries, keep track of memory')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 61,
|
|
"id": "91ed92d1-7fc3-49fb-b5f5-535b17307cba",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"C:\\Users\\fische_r\\Miniconda3\\envs\\pyweka\\lib\\site-packages\\skimage\\filters\\rank\\generic.py:262: UserWarning: Bad rank filter performance is expected due to a large number of bins (40107), equivalent to an approximate bitdepth of 15.3.\n",
|
|
" image, footprint, out, mask, n_bins = _preprocess_input(image, footprint,\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"### make test feature_stack and names\n",
|
|
"_, feat_names = TWS_feature_stack(im, sigmas, feat_select)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 84,
|
|
"id": "eaf16e47-4252-494b-b566-9b67aa85ab34",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"C:\\Users\\fische_r\\AppData\\Local\\Temp\\ipykernel_13852\\1483009324.py:2: MatplotlibDeprecationWarning: Passing the linefmt parameter positionally is deprecated since Matplotlib 3.5; the parameter will become keyword-only two minor releases later.\n",
|
|
" plt.stem(feat_names,clf.feature_importances_,'x')\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0, 0.5, 'importance')"
|
|
]
|
|
},
|
|
"execution_count": 84,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x648 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure( figsize=(16,9))\n",
|
|
"plt.stem(feat_names,clf.feature_importances_,'x')\n",
|
|
"plt.xticks(rotation=90)\n",
|
|
"plt.ylabel('importance')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "45acaa67-48ea-43f6-8fe5-5535e884d355",
|
|
"metadata": {},
|
|
"source": [
|
|
"### 4D Filters"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "4f750149-9e80-4b7e-b81b-189d8e60b51d",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from skimage import io\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from skimage import filters\n",
|
|
"from skimage import feature\n",
|
|
"from skimage.morphology import disk,ball\n",
|
|
"# from sklearn.ensemble import RandomForestClassifier\n",
|
|
"from scipy import ndimage\n",
|
|
"import os\n",
|
|
"import imageio\n",
|
|
"import sys"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "b2696f03-ddd3-4f0e-9396-6e147b63b88e",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"import dask\n",
|
|
"import dask.array\n",
|
|
"# import cupy as cp\n",
|
|
"# import cucim\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from itertools import combinations_with_replacement\n",
|
|
"import xarray as xr"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "2eb8c3a1-4737-4fae-8ee4-9fa323a65bbc",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"array_4D = None\n",
|
|
"gauss_4D = None\n",
|
|
"AS = 200\n",
|
|
"# array_4D = cp.random.random((AS,AS,AS,AS))\n",
|
|
"array_4Dnp = np.random.random((AS,AS,AS,AS))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"id": "f5f51bbc-8465-41b5-9c62-cd110278b828",
|
|
"metadata": {},
|
|
"source": [
|
|
"%timeit -n 2 gauss_4D = cucim.skimage.filters.gaussian(array_4D, sigma = 2)\n",
|
|
"gauss_4D = None"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"id": "d9256e03-54e4-4792-a547-d98f03417b78",
|
|
"metadata": {},
|
|
"source": [
|
|
"def custom_GPU_Gaussian(array, sigma=1):\n",
|
|
" \n",
|
|
" arraycp = cp.array(array)\n",
|
|
" arraycp = cucim.skimage.filters.gaussian(arraycp, sigma=sigma)\n",
|
|
" array = cp.asnumpy(arraycp)\n",
|
|
" \n",
|
|
" return array"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "92f1568b-ea02-4cfa-a475-856243855ccd",
|
|
"metadata": {},
|
|
"source": [
|
|
"### RAM limited GPU accelaration outperformed by massive CPU parallelization\n",
|
|
"--> do dask parallelization on cpu chunking array in a way to use as many cores as possible <br />\n",
|
|
"can entire 5D-feature stack fit into memory? data streaming necessary at one point <br />\n",
|
|
"features <br />\n",
|
|
"1. Gaussian\n",
|
|
"1. Minimum\n",
|
|
"1. Maximum\n",
|
|
"1. (Median)\n",
|
|
"1. (Hessian)\n",
|
|
"1. (Sobel)<br />\n",
|
|
"\n",
|
|
"what about hessian matrix --> use elements of nd-H-matrix and n eigenvalue?! <br />\n",
|
|
"Sobel as edge filter in 2D like hessian or other edge extraction filter?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "976d8c9b-b6fc-4f88-8dd7-e3a4070970c8",
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"metadata": {
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"collapsed": true,
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"jupyter": {
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"outputs_hidden": true
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},
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"tags": []
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},
|
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"outputs": [
|
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{
|
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"name": "stdout",
|
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"output_type": "stream",
|
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"text": [
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"0 0\n",
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"0 1\n",
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"0 2\n",
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"0 3\n",
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"1 1\n",
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"1 2\n",
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"1 3\n",
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"2 2\n",
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"2 3\n",
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"3 3\n"
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]
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}
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],
|
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"source": [
|
|
"# shows order of hessian elements\n",
|
|
"axes = range(array_4Dnp.ndim)\n",
|
|
"for ax0, ax1 in combinations_with_replacement(axes, 2):\n",
|
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" print(ax0, ax1)"
|
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]
|
|
},
|
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{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "62624073-5ad2-422d-ac33-12a2eaaef4eb",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# functions take chunked dask-array as input\n",
|
|
"def nd_gaussian(da, sig = 0):\n",
|
|
" if np.abs(sig-0)<0.1:\n",
|
|
" G = np.array(da)\n",
|
|
" else:\n",
|
|
" G = da.map_overlap(filters.gaussian, depth=4*sig+1, sigma = sig).compute()\n",
|
|
" fullname = ''.join(['gaussian_',f'{sig:.1f}'])\n",
|
|
" return G, fullname\n",
|
|
"\n",
|
|
"#TODO create a class that makes the feature stacks\n",
|
|
"def nd_gaussian_stack(da, sigmas):\n",
|
|
" fullnames = []\n",
|
|
" gstack = np.zeros(list(da.shape) + [len(sigmas)])\n",
|
|
" for sig,i in zip(sigmas, range(len(sigmas))):\n",
|
|
" gstack[...,i], name = nd_gaussian(da, sig)\n",
|
|
" fullnames.append(name)\n",
|
|
" return gstack, fullnames"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "9be58cb6-bca6-44d6-be0a-b8e57d279356",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def nd_diff_of_gaussian(gstack, sigmas):\n",
|
|
"# #creates a stack of {size} (see below)\n",
|
|
" n = len(sigmas)\n",
|
|
" size = int(n*(n-1)/2)\n",
|
|
" dstack = np.zeros(list(da.shape) + [size])\n",
|
|
" fullnames = []\n",
|
|
" cc = 0\n",
|
|
" for i in range(1,n):\n",
|
|
" for j in range(i):\n",
|
|
" dstack[...,cc] = gstack[...,i] - gstack[...,j]\n",
|
|
" name = ''.join(['diff_of_gauss_',f'{sigmas[i]:.1f}','_',f'{sigmas[j]:.1f}'])\n",
|
|
" fullnames.append(name)\n",
|
|
" cc = cc + 1\n",
|
|
" return dstack, fullnames"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "3920c832-44bf-4de3-bd7d-ee49d2336258",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def ball_4d(sig):\n",
|
|
" bnd = np.zeros((sig*2+1,sig*2+1,sig*2+1,sig*2+1), dtype = bool)\n",
|
|
" bnd[sig,sig,sig,sig] = True\n",
|
|
" ecd = ndimage.distance_transform_edt(~bnd)\n",
|
|
" bnd = (ecd<sig+0.01).astype(int)\n",
|
|
" return bnd"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "f047605b-511d-4292-862c-3473d8befe32",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def nd_rank_like_filter(da, sigma, option):\n",
|
|
" \"\"\"\n",
|
|
" input\n",
|
|
" da - chunked das array up to 4D\n",
|
|
" sigma - kernel size, scalar\n",
|
|
" option, str ('minimum', 'maximum', 'median')\n",
|
|
" \"\"\"\n",
|
|
" if da.ndim == 2:\n",
|
|
" fp = disk(sigma)\n",
|
|
" if da.ndim == 3:\n",
|
|
" fp = ball(sigma)\n",
|
|
" if da.ndim == 4:\n",
|
|
" fp = ball_4d(sigma)\n",
|
|
" \n",
|
|
" if option == 'minimum':\n",
|
|
" fun = ndimage.minimum_filter\n",
|
|
" elif option == 'maximum':\n",
|
|
" fun = ndimage.maximum_filter\n",
|
|
" elif option == 'median':\n",
|
|
" fun = ndimage.median_filter\n",
|
|
" else:\n",
|
|
" print(option+' not available')\n",
|
|
" M = da.map_overlap(fun, depth=sigma+1, footprint=fp).compute()\n",
|
|
" fullname = ''.join([option,'_',f'{sigma:.1f}'])\n",
|
|
" return M, fullname\n",
|
|
"\n",
|
|
"def nd_rank_like_stack(da, sigmas, option):\n",
|
|
" fullnames = []\n",
|
|
" mstack = np.zeros(list(da.shape) + [len(sigmas)-1])\n",
|
|
" for sig,i in zip(sigmas[1:], range(len(sigmas)-1)):\n",
|
|
" mstack[...,i], name = nd_rank_like_filter(da, sig, option)\n",
|
|
" fullnames.append(name)\n",
|
|
" return mstack, fullnames \n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "cd7cfe76-3ade-4376-9f07-0909fd382a12",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def nd_Hessian_matrix(G):\n",
|
|
" \"\"\"\n",
|
|
" copied from skimage.feature.hessian_matrix\n",
|
|
" just directly using Gaussian fitered arrays and dask\n",
|
|
" \"\"\"\n",
|
|
" \n",
|
|
" daG = dask.array.from_array(G)\n",
|
|
" gradients = dask.array.gradient(daG)\n",
|
|
" axes = range(G.ndim)\n",
|
|
" H_elems = [dask.array.gradient(gradients[ax0], axis=ax1).compute() for ax0, ax1 in combinations_with_replacement(axes, 2)]\n",
|
|
" elems = [(ax0,ax1) for ax0, ax1 in combinations_with_replacement(axes, 2)]\n",
|
|
" return H_elems, elems\n",
|
|
"\n",
|
|
"def nd_Hessian_stack(G, sigma):\n",
|
|
" H_elems, elems = nd_Hessian_matrix(G)\n",
|
|
" hstack = np.zeros(list(G.shape)+[len(elems)])\n",
|
|
" \n",
|
|
" #TODO: this is slow, find some better numpy function\n",
|
|
" for i in range(len(elems)):\n",
|
|
" hstack[...,i] = H_elems[i]\n",
|
|
" \n",
|
|
" # print('got Hessian matrices, now doing the eigs')\n",
|
|
" # eigs = feature.hessian_matrix_eigvals(H_elems) \n",
|
|
" # for now ignore the eigenvalues (too computationally expensive and H_elems already contains the image curvature \n",
|
|
"\n",
|
|
" fullnames = []\n",
|
|
" for i,j in elems:\n",
|
|
" fullname = ''.join(['hessian_',str(i),str(j),'_',f'{sigma:.1f}'])\n",
|
|
" fullnames.append(fullname) \n",
|
|
" \n",
|
|
" return hstack, fullnames\n",
|
|
"\n",
|
|
"def nd_Hessian_stacks(gstack, sigmas):\n",
|
|
" flag = True\n",
|
|
" fullnames = []\n",
|
|
" for (i, sigma) in zip(range(gstack.shape[-1]), sigmas):\n",
|
|
" a, b = nd_Hessian_stack(gstack[...,i], sigma)\n",
|
|
" asize = a.shape[-1]\n",
|
|
" if flag:\n",
|
|
" flag = False\n",
|
|
" hstacks = np.zeros(list(gstack[...,-1].shape)+[len(sigmas)*asize])\n",
|
|
" hstacks[...,i*asize:i*asize+asize] = a\n",
|
|
" fullnames = fullnames + b\n",
|
|
" return hstacks, fullnames"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "6ce533d4-5fa6-41b8-b75b-a1815d8a2707",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def nd_feature_Stack(da, sigmas, feat_select):\n",
|
|
"# TODO: make more elegant\n",
|
|
" \n",
|
|
" fstack = []\n",
|
|
" featnames = []\n",
|
|
" \n",
|
|
" print('apply Gaussian filters anyway')\n",
|
|
" gstack, gnames = nd_gaussian_stack(da, sigmas)\n",
|
|
" \n",
|
|
" if feat_select['Gaussian']:\n",
|
|
" featnames = featnames + gnames\n",
|
|
" fstack.append(gstack)\n",
|
|
" \n",
|
|
" if feat_select['Hessian']:\n",
|
|
" print('get Hessian matrices')\n",
|
|
" hstack, hnames = nd_Hessian_stacks(gstack, sigmas)\n",
|
|
" featnames = featnames + hnames \n",
|
|
" fstack.append(hstack)\n",
|
|
" \n",
|
|
" if feat_select['Diff of Gaussians']:\n",
|
|
" print('get differences of Gaussians')\n",
|
|
" dstack, dnames = nd_diff_of_gaussian(gstack, sigmas)\n",
|
|
" featnames = featnames + dnames\n",
|
|
" fstack.append(dstack)\n",
|
|
" \n",
|
|
" if feat_select['maximum']:\n",
|
|
" print('apply maximum filters')\n",
|
|
" maxstack, maxnames = nd_rank_like_stack(da, sigmas, option='maximum')\n",
|
|
" featnames = featnames + maxnames\n",
|
|
" fstack.append(maxstack)\n",
|
|
" \n",
|
|
" if feat_select['median']:\n",
|
|
" print('apply median filters')\n",
|
|
" medstack, mednames = nd_rank_like_stack(da, sigmas, option='median')\n",
|
|
" featnames = featnames + mednames\n",
|
|
" fstack.append(medstack)\n",
|
|
" \n",
|
|
" if feat_select['minimum']:\n",
|
|
" print('apply minimum filters')\n",
|
|
" minstack, minnames = nd_rank_like_stack(da, sigmas, option='minimum')\n",
|
|
" featnames = featnames + minnames\n",
|
|
" fstack.append(minstack)\n",
|
|
" \n",
|
|
" return np.concatenate(fstack, axis=-1), featnames"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"id": "b57f3827-e777-4113-aa04-04059a00e422",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def feat_stack_to_nc(fstack, featnames, path = None):\n",
|
|
" #TODO: include metadata and\n",
|
|
" data = xr.Dataset({'feature_stack': (['x','y','z','time', 'feature'], fstack)},\n",
|
|
" coords = {'x': np.arange(fstack.shape[0]),\n",
|
|
" 'y': np.arange(fstack.shape[1]),\n",
|
|
" 'z': np.arange(fstack.shape[2]),\n",
|
|
" 'time': np.arange(fstack.shape[3]),\n",
|
|
" 'feature': featnames},\n",
|
|
" attrs = {'name': 'test'})\n",
|
|
" if path is not None:\n",
|
|
" data.to_netcdf(path)\n",
|
|
" return data\n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "ba878c2a-a4a1-43f8-9984-c998f21a9f8e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"sigmas = [0, 2,4, 8] #hard-coded for now, sobel and hessian require that first sigma is 0, diff, gaussian(sig=0) = 0\n",
|
|
"\n",
|
|
"# default feature choice\n",
|
|
"feat_select = {'Gaussian': True, \n",
|
|
" # 'Sobel': True,\n",
|
|
" 'Hessian': True,\n",
|
|
" 'Diff of Gaussians': True,\n",
|
|
" 'maximum': True,\n",
|
|
" 'minimum': True,\n",
|
|
" 'median': True\n",
|
|
" }\n",
|
|
" \n",
|
|
"training_dict = {}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"id": "fd63dbed-faf4-453b-bd4f-3ccd217065a7",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"AS = 75\n",
|
|
"# array_4D = cp.random.random((AS,AS,AS,AS))\n",
|
|
"array_4Dnp = np.random.random((AS,AS,AS,AS))\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"id": "856132f7-5b75-4a42-81e4-c4ea5253ebe0",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"da = dask.array.from_array(array_4Dnp, chunks = '100 MiB')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"id": "d6591fbb-b1ef-439e-9047-6fab6e14f6d0",
|
|
"metadata": {},
|
|
"outputs": [
|
|
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|
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|
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|
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" <th> Array </th>\n",
|
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" <th> Chunk </th>\n",
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{
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"text": [
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"apply Gaussian filters anyway\n",
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"get Hessian matrices\n",
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"get differences of Gaussians\n",
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"apply maximum filters\n",
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"apply median filters\n"
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]
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},
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{
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],
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"fstack, featnames = nd_feature_Stack(da, sigmas, feat_select)"
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"source": [
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