437 lines (436 with data), 224.9 kB
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using Histigram Oriented Feature for Segmentation"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#Import the required modules\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"from scipy.io import loadmat\n",
"import matplotlib.pyplot as plt\n",
"import imageio\n",
"from skimage import exposure\n",
"from skimage import feature\n",
"import cv2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#Function to extract patches of specified size with specified stride\n",
"def extract_patches(arr,patch_shape,stride):\n",
" new_shape = ( (arr.shape[0]-patch_shape) //stride )+1\n",
" x_part=[None]*(new_shape*new_shape)\n",
" for j in range(new_shape):\n",
" for k in range(new_shape):\n",
" img_x=arr[stride*j:stride*j+patch_shape,stride*k:stride*k+patch_shape]\n",
" img_x=feature.hog(img_x,orientations=9,pixels_per_cell=(3,3),cells_per_block=(1,1),transform_sqrt=True)\n",
" x_part[j*new_shape + k] = img_x;\n",
" return np.vstack(x_part)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#Function which takes list if image names and returns corresponding one dimensional vector for\n",
"#each of the images\n",
"def return_dataset(listlabels,dset):\n",
" new_shape=((256-15)//1)+1\n",
" \n",
" full_feature=[None]*len(listlabels)\n",
" full_target=[None]*len(listlabels)\n",
" \n",
" for n,i in enumerate(listlabels):\n",
" if dset==0:\n",
" image=loadmat('/beegfs/ark576/Knee Cartilage Data/Train Data/{}'.format(i))\n",
" elif dset==1:\n",
" image=loadmat('/beegfs/ark576/Knee Cartilage Data/Validation Data/{}'.format(i))\n",
" else:\n",
" image=loadmat('/beegfs/ark576/Knee Cartilage Data/Test Data/{}'.format(i))\n",
"\n",
" feature_list=[None] * 15\n",
" target_list=[None]*15\n",
" min_val=np.min(image['MDnr'])\n",
" #print(min_val)\n",
" print(n)\n",
" for j in range(15):\n",
" im=image['MDnr'][:,:,j]\n",
" targets_all=image['SegmentationF'][:,:,j]+image['SegmentationT'][:,:,j]+image['SegmentationP'][:,:,j]\n",
" tar=targets_all[7:-7,7:-7]\n",
" target_m=tar.reshape(1,-1)\n",
" #print(target_m.shape)\n",
" features=extract_patches(im-min_val,15,1)\n",
" feature_list[j]=features\n",
" target_list[j]=target_m\n",
" #print(\"target list:\",len(target_list))\n",
" full_feature[n]=np.vstack(feature_list)\n",
" temp_tar=np.hstack(target_list)\n",
" #print(\"temp tar shape:\",temp_tar.shape)\n",
" #full_target[n]=np.concatenate(target_list)\n",
" full_target[n]=temp_tar\n",
" #print(len(full_target))\n",
" target_out=np.hstack(full_target)\n",
" #print(target_out.shape)\n",
" #print(full_target)\n",
" return np.vstack(full_feature),target_out"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import pickle\n",
"with open(\"/beegfs/ark576/Knee Cartilage Data/Train Data/train_file_names\",'rb') as f:\n",
" train_list=pickle.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import pickle\n",
"with open(\"/beegfs/ark576/Knee Cartilage Data/Validation Data/val_file_names\",'rb') as f:\n",
" val_list=pickle.load(f)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#Function to undersample the negetive examples\n",
"def undersampling_fun(fr,tr,undersampling=0.01):\n",
" #tr=np.reshape(tr,(-1,1))\n",
" idx_1 = np.where(tr == 1)[1];\n",
" idx_0 = np.where(tr == 0)[1];\n",
"\n",
" idx_0_selected = np.random.choice(idx_0, np.ceil(undersampling * len(idx_0)).astype('int') )\n",
"\n",
" fr = fr[np.hstack([idx_0_selected, idx_1])];\n",
" tr = tr[:,np.hstack([idx_0_selected, idx_1])];\n",
" \n",
" return fr,tr"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/cvh255/pyenv/py3.6.3/lib/python3.6/site-packages/skimage/feature/_hog.py:119: skimage_deprecation: Default value of `block_norm`==`L1` is deprecated and will be changed to `L2-Hys` in v0.15\n",
" 'be changed to `L2-Hys` in v0.15', skimage_deprecation)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"1\n",
"2\n",
"3\n",
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"33\n",
"34\n"
]
}
],
"source": [
"#Train set\n",
"feature_x,target_y=return_dataset(train_list,0)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/cvh255/pyenv/py3.6.3/lib/python3.6/site-packages/skimage/feature/_hog.py:119: skimage_deprecation: Default value of `block_norm`==`L1` is deprecated and will be changed to `L2-Hys` in v0.15\n",
" 'be changed to `L2-Hys` in v0.15', skimage_deprecation)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"1\n",
"2\n",
"3\n",
"4\n",
"5\n",
"6\n"
]
}
],
"source": [
"#Validation set\n",
"feature_x_val,target_y_val = return_dataset(val_list,1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#Undersampling the -ve examples\n",
"fr_1,tr_1=undersampling_fun(feature_x,target_y)\n",
"fr_2,tr_2=undersampling_fun(feature_x,target_y,0.03)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#Fit a SVM classifier on train set\n",
"from sklearn.svm import SVC\n",
"\n",
"svm_model = SVC(class_weight='balanced')\n",
"svm_model.fit(fr_1,np.reshape(tr_1,(-1,1)))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#Predict for the validation set\n",
"val_pred = hog_svm_1.predict(feature_x_val)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"9.8\n"
]
}
],
"source": [
"#Compute the validation dice loss\n",
"from scipy.spatial.distance import dice\n",
"\n",
"dice_loss=dice(target_y_val,val_pred)\n",
"print(dice_loss)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import pickle\n",
"def pickling(file,path):\n",
" pickle.dump(file,open(path,'wb'),protocol=4) \n",
" \n",
"def unpickling(path):\n",
" file_return=pickle.load(open(path,'rb'))\n",
" return file_return"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualizing what HOG for an image"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"original image size: (256, 256, 15)\n",
"HOG image size: (28224,)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/cvh255/pyenv/py3.6.3/lib/python3.6/site-packages/skimage/feature/_hog.py:119: skimage_deprecation: Default value of `block_norm`==`L1` is deprecated and will be changed to `L2-Hys` in v0.15\n",
" 'be changed to `L2-Hys` in v0.15', skimage_deprecation)\n"
]
}
],
"source": [
"from skimage import exposure\n",
"from skimage import feature\n",
"import cv2\n",
"\n",
"one_image=train_list[1]\n",
"one_image_image=loadmat('/beegfs/ark576/Knee Cartilage Data/Train Data/{}'.format(one_image))\n",
"print(\"original image size: \",one_image_image['MDnr'].shape)\n",
"hog_image,HOG=feature.hog(one_image_image['MDnr'][:,:,2],orientations=9,pixels_per_cell=(15,15),cells_per_block=(4,4),visualise=True)\n",
"print(\"HOG image size: \",hog_image.shape)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x2b0a011485c0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2b09ebc6de80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Original image\n",
"plt.imshow(one_image_image['MDnr'][:,:,1])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x2b0a0904b048>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2b09ebc6d978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Histogram Oriented Feature of the above image\n",
"plt.imshow(HOG)"
]
}
],
"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": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}