1370 lines (1369 with data), 1.6 MB
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# WATERSHED SEGMENTATION"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"WatershedSegmentation file with all the created functions is imported: "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from WatershedSegmentation import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The **watershed algorithm** is a **morphology region-based segmentation technique** that allows you to find regions of an image using its morphology. It is widely used for segmentation and processing of medical images.\n",
"\n",
"\n",
"This **algorithm assumes** that the **intensity of each pixel corresponds to its height** above the relief. In this way, **objects in the image** are represented **as valleys** where:\n",
"- **Edge or maximum of objects** are the **upper elevations**.\n",
"- **Interior or minimum of objects** are the **bottom of the valley**.\n",
"\n",
"This **algorithm segments** comparing the image with the **flooding of a topographical relief**. It takes as reference a **local minimum** point and its contigous ares with intermediate levels of gray, these points are going to be **'covered by water'** while **local maximums act as levees**. Between these two regions a dividing boundary is generated. The **result of the algorithm** are these **two differented** parts, the **segmented elements**."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Watershed** analysis has proven to be a **powerful tool** for many **2D image-segmentation** applications. Besides, Higgins and Ojard applied a **3D extension** of the watershed algorithm to **cardiac volumetric images**.\n",
"\n",
"The **main problem** with this algorithm is the **over-segmentation due to noise** (which generates a greater number of local minima). There are different methods to **solve this problem**: \n",
"\n",
"- Union of neighboring regions that share a certain criterion (methodology similar to split and merge). \n",
"- Applying a smoothing filter prior to applying the algorithm to reduce noise. \n",
"- Define the regions that will be generated by establishing a series of seeds from where the process will start.\n",
"\n",
"\n",
"During the **notebook**, it is going to be concluded **if a previous smooth filter is useful** in our images and also **if it is better to establish a series of seeds to select local minima** and that local minima do not be generated randomly in all the image."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this part of the project, a **image of pneumonia (COVID-19 patient)** has been selected from our database. Due to the problems that sometimes appear working with too high resolution images, the project is going to evaluate same **image segmentation but with different resolution images**. "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Text(0.5, 1.0, 'Original image (low resolution)'), (-0.5, 59.5, 50.5, -0.5))"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,7))\n",
"\n",
"\n",
"plt.subplot(1,2,1)\n",
"image_high = mpimg.imread('pneumonia.jpg') \n",
"image_high = rgb2gray(image_high)\n",
"plt.imshow(image_high, cmap =\"gray\")\n",
"plt.title(\"Original image (high resolution)\"), plt.axis('off')\n",
"\n",
"\n",
"\n",
"plt.subplot(1,2,2)\n",
"image_low= mpimg.imread('small_pneumonia.jpg') \n",
"image_low= rgb2gray(image_low)\n",
"plt.imshow(image_low, cmap =\"gray\")\n",
"plt.title(\"Original image (low resolution)\"), plt.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Results**\n",
"\n",
"Due to the reduction of resolution, our **image has** included some **random noise**. As explained previously, noise images can produce **over-segmentation**. If this is produced, algorithm would not be useful to segment images. For that reason, it is important to apply a smooth filter in order to reduce noise of image, and in that way, reduce the over-segmentation and get a best result. Then, it is going to be seen if this procedure is useful in our image."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Perona-Malik filter"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Perona-Malik filter is an **anisotropic diffusion filter** (smooth filter). It applies adaptive smoothing techniques in order to **reduce noise but without removing significant information such as edges, lines or details**. \n",
"\n",
"The application/functioning of anisotropic filters depends on local properties of the image. It applies an inhomogeneous process that module the diffusivity depending on gradient of objects. In this way, areas with a **high gradient** such as edges will have a **smaller diffusion/smoothing** while areas with a **low gradient** such as interior parts will have a **greater diffusion** and therefore, a **greater smoothing**."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In our previous low resolution image, smooth filter has to be applied to reduce image noise in low gradient regions. Posteriorly, a comparation between non-smooth image segmentation and smooth image segmentation is going to be done. This will determine if the application of smooth filter is necessary in our case or if the algoritm created is robust to noise."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"image_low_smooth = anisodiff(image_low,niter=1, plot_flag=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Results**\n",
"\n",
"Once **smooth filter** is applied it can be seen how image has **reduce** its **noise**. However, one of the problems is that the **bad resolution/low quality of the image** does not allow the correct performance of Perona-Malik filter. There is **no distinction between edges and interior parts** of the image so **noise is reduced in almost all the image**. Probably, this will cause some kind of problem in the application of watershed algorithm. \n",
"\n",
"\n",
"The reduction of noise with Perona-Malik **could work better** and be better obseved in an **image with a better contrast and resolution** but as explained, segmentation needs to be also tested with low resolution image."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Watershed segmentation algorithm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Once we plot the original and the smooth images, it is necessary to **apply Watershed algorithm** to both of them in order to compare which results are the best. Besides, the practice is based on the **segmentation of two anatomical structures**.\n",
"\n",
"\n",
"**First step** of the algorithm is the application of a **derivative filter** in order **to enhance the borders**. In this implementation a Sobel edge operator is used in place of the morphological gradient to extract edge strength. Thanks to this process, an edge image is created. The edge image has high values (white values) for the pixels with strong edges while it has low values (black values) for pixels that do not take part of edges. \n",
"\n",
"\n",
"There are two different ways to continue once sobel image is created:\n",
"\n",
"**a) The segmentation proceeds directly with the watershed operation.**\n",
"\n",
"Once Sobel/gradient image is created, it can be applied to the watershed operation directly. However, **result** will be much **worse** as local minima are not being defined and image is going to be full of local minima. So, probably there is going to be an over-segmentation.\n",
"\n",
"**b) The segmentation proceeds indirectly by applying the imimposemin function and then applying the watershed operation.**\n",
"\n",
"The **imimposemin function** requires **selection** of at least **one marker (“seed” point) interior** to each object of the image, including the **background as a separate object**. The markers are chosen by ginput function. **In our case**, the **seeds selected have been 2** because it has been proved that **best results** are achieved with this choice. Once the objects are marked, they can be grown using a morphological watershed transformation (imimposemin).To understand this process, one can think of an image as a surface where the bright pixels represent mountaintops and the dark pixels valleys. The water will pour in each puncture and start to fill the valleys. However, the water from different punctures is not allowed to mix, and therefore the dams need to be built at the points of first contact. These dams are the boundaries of the water basins, and also the boundaries of image objects. So, **imimposemin funtion modifies the image** in such a way that it has a **minimum level of gray at the points considered, becoming local minima**. \n",
"\n",
"To work with this function, two images must be entered into the input:\n",
"\n",
"- **Gradient/Sobel image** that we want to modify.\n",
"\n",
"- **Binary mask image** of the same size as the gradient image, with the points where we want to impose the marked minimums. To get this image, you can use the ginput function."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Application"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 1. Watershed algorithm using original image (without smoothing)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Segmentation of high resolution image"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"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": [
"variables1 = WatershedExerciseP2(image_high, 2)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"img = variables1[0]\n",
"sobel_norm = variables1[1]\n",
"minlocal_img = variables1[2]\n",
"watershed_img = variables1[3]\n",
"watershed_2_img = variables1[4]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following plots represent all the steps that our algorithm follows: original image, sobel image, selection of seeds and result of the watershed segmentation (with local minima selected or without selecting local minima)."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Text(0.5, 1.0, 'Points selected'), (-0.5, 476.5, 410.5, -0.5))"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,7))\n",
"\n",
"\n",
"plt.subplot(1,3,1)\n",
"plt.imshow(img, cmap =\"gray\")\n",
"plt.title(\"Original image\"), plt.axis('off')\n",
"\n",
"\n",
"\n",
"plt.subplot(1,3,2)\n",
"plt.imshow(sobel_norm, cmap =\"gray\")\n",
"plt.title(\"Sobel image\"), plt.axis('off')\n",
"\n",
"plt.subplot(1,3,3)\n",
"plt.imshow(minlocal_img, cmap =\"gray\")\n",
"plt.title(\"Points selected\"), plt.axis('off')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Watershed image (without local minimum)')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,7))\n",
"\n",
"plt.subplot(1,2,1)\n",
"plt.imshow(watershed_img, cmap =\"gray\")\n",
"plt.title(\"Watershed image (with local minimum)\")\n",
"\n",
"plt.subplot(1,2,2)\n",
"plt.imshow(watershed_2_img, cmap =\"gray\")\n",
"plt.title(\"Watershed image (without local minimum)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Results**\n",
"\n",
"In this part, **segmentation of lungs** in a high resolution image is performed.\n",
"\n",
"The plot of all the steps is going to help us to understand the procedure: \n",
"\n",
"- **Original image**: High resolution image. Smooth filter is not applied in this case because there is no noise to reduce.\n",
"- **Sobel image**: White parts corresponds to strong edges parts of image while black parts represent pixels that do not belong to edges.\n",
"- **Points selected**: This picture is the result of the imimposemin function. It can be seen how binary mask is applied to sobel image. \n",
"- **Watershed image with application of local minimum**: It is the final result of segmenting lungs. As imimposemin funtion as been applied, points that are going to act as local minima have been selected. The result has been an accurate segmentation.\n",
"- **Watershed image without application of local minimum**: This is the final result of sementing lungs. In this case, local minima have not been established, so the local minimums have been established in all the image. This produces a very bad segmentation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Segmentation of low resolution image:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"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": [
"variables2 = WatershedExerciseP2(image_low, 2)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"img2 = variables2[0]\n",
"sobel2_norm = variables2[1]\n",
"minlocal2_img = variables2[2]\n",
"watershed2_img = variables2[3]\n",
"watershed2_2_img = variables2[4]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following plots represent all the steps that our algorithm follows: original image, sobel image, selection of seeds and result of the watershed segmentation (with localminima selected or without selecting local minima)."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Text(0.5, 1.0, 'Points selected'), (-0.5, 59.5, 50.5, -0.5))"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,7))\n",
"\n",
"\n",
"plt.subplot(1,3,1)\n",
"plt.imshow(img2, cmap =\"gray\")\n",
"plt.title(\"Original image\"),plt.axis('off')\n",
"\n",
"\n",
"\n",
"plt.subplot(1,3,2)\n",
"plt.imshow(sobel2_norm, cmap =\"gray\")\n",
"plt.title(\"Sobel image\"),plt.axis('off')\n",
"\n",
"plt.subplot(1,3,3)\n",
"plt.imshow(minlocal2_img, cmap =\"gray\")\n",
"plt.title(\"Points selected\"),plt.axis('off')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Text(0.5, 1.0, 'Watershed image (without local minimum)'),\n",
" (-0.5, 59.5, 50.5, -0.5))"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,7))\n",
"\n",
"plt.subplot(1,2,1)\n",
"plt.imshow(watershed2_img, cmap =\"gray\")\n",
"plt.title(\"Watershed image (with local minimum)\"),plt.axis('off')\n",
"\n",
"plt.subplot(1,2,2)\n",
"plt.imshow(watershed2_2_img, cmap =\"gray\")\n",
"plt.title(\"Watershed image (without local minimum)\"),plt.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Results**\n",
"\n",
"In this part, **segmentation of lungs** in low resolution image is performed.\n",
"\n",
"The plot of all the steps is going to help us to understand the procedure: \n",
"\n",
"- **Original image**: Low resolution image. Smooth filter is not applied in this case because a example without filtering is needed in order to, posteriorly, compare with filtered image.\n",
"- **Sobel image**: White parts corresponds to strong edges parts of image while black parts represent pixels that do not belong to edges.\n",
"- **Points selected**: This picture is the result of the imimposemin function. It can be seen how binary mask is applied to sobel image. Besides, white points represent the points selected to become seeds / local minimums.\n",
"- **Watershed image with application of local minimum**: It is the final result of segmenting lungs. As imimposemin funtion as been applied, points that are going to act as local minima have been selected. The result has been a accurate segmentation.\n",
"- **Watershed image without application of local minimum**: This is the final result of sementing lungs. In this case, local minima have not been establish, so the local minimums have been establish in all the image. This produces a very bad segmentation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2. Watershed algorithm using smooth bad resolution image to avoid oversegmentation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When creating a bad resolution image some random noise is introduced. This noise can produce over-segmentation when applying watershed algorithm. For that reason, in some cases, a smooth filter is applied previous to the segmentation in order to reduce noise.\n",
"\n",
"In this part of project is going to be checked if our images segmentation improves when applying smooth filter."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"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": [
"variables3 = WatershedExerciseP2(image_low_smooth, 2)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"img3 = variables3[0]\n",
"sobel3_norm = variables3[1]\n",
"minlocal3_img = variables3[2]\n",
"watershed3_img = variables3[3]\n",
"watershed2_3_img = variables3[4]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following plots represent all the steps that our algorithm follows: original image, sobel image, selection of seeds and result of the watershed segmentation (with localminima selected or without selecting local minima)."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Text(0.5, 1.0, 'Points selected'), (-0.5, 59.5, 50.5, -0.5))"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,7))\n",
"\n",
"\n",
"plt.subplot(1,3,1)\n",
"plt.imshow(img3, cmap =\"gray\")\n",
"plt.title(\"Original image\"),plt.axis('off')\n",
"\n",
"\n",
"\n",
"plt.subplot(1,3,2)\n",
"plt.imshow(sobel3_norm, cmap =\"gray\")\n",
"plt.title(\"Sobel image\"),plt.axis('off')\n",
"\n",
"plt.subplot(1,3,3)\n",
"plt.imshow(minlocal3_img, cmap =\"gray\")\n",
"plt.title(\"Points selected\"),plt.axis('off')\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Text(0.5, 1.0, 'Watershed image (without local minimum)'),\n",
" (-0.5, 59.5, 50.5, -0.5))"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,7))\n",
"\n",
"plt.subplot(1,2,1)\n",
"plt.imshow(watershed3_img, cmap =\"gray\")\n",
"plt.title(\"Watershed image (with local minimum)\"),plt.axis('off')\n",
"\n",
"plt.subplot(1,2,2)\n",
"plt.imshow(watershed2_3_img, cmap =\"gray\")\n",
"plt.title(\"Watershed image (without local minimum)\"),plt.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Results**\n",
"\n",
"In this part, **segmentation of lungs** in the low resolution filtered image is performed.\n",
"\n",
"The plot of all the steps is going to help us to understand the procedure: \n",
"\n",
"- **Original image**: Low resolution image with Smooth filter applied in order to reduce noise.\n",
"- **Sobel image**: White parts corresponds to strong edges parts of image while black parts represent pixels that do not belong to edges. Sobel image is quite similar to the sobel in original low resolution image because contrast has not improved so edges are not better defined.\n",
"- **Points selected**: This picture is the result of the imimposemin function. It can be seen how binary mask is applied to sobel image. Besides, white points represent the points selected to become seeds.\n",
"- **Watershed image with application of local minimum**: It is the final result of segmenting lungs. As imimposemin funtion has been applied, points that are going to act as local minima have been selected. It is a better segmentation that the segmentation without local minima. However, it can be seen how the application of smooth filter is not useful because it does not segment better. One of the reason is that as original low resolution image had bad resolution/contrast, when smooth filter is applied it acts in all the image and it does not distinguish really accurate edges or not edges. So, watershed segments parts that do not belong to the lungs.\n",
"- **Watershed image without application of local minimum**: This is the final result of segmenting lungs. In this case, local minima have not been establish, so the local minimums have been establish in all the image. This produces a very bad segmentation. In this case, application of smooth filter has not any improvement or degrade."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Conclusions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It can be seen how in the previous part, two anatomical structures (lungs) have been segmented. Now, a better visualization is going to be done to perform a better comparison and explanation of the results."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Original high resolution image segmentation:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Text(0.5, 1.0, 'Sobel VS Watershed image (no imimposemin)'),\n",
" (-0.5, 476.5, 410.5, -0.5))"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,10))\n",
"\n",
"plt.subplot(2,2,1)\n",
"plt.imshow(image_high, cmap =\"gray\")\n",
"plt.imshow(watershed_img, alpha=0.5)\n",
"plt.title(\"Original VS Watershed image (imimposemin)\"),plt.axis('off')\n",
"\n",
"\n",
"\n",
"plt.subplot(2,2,2)\n",
"plt.imshow(image_high, cmap =\"gray\")\n",
"plt.imshow(watershed_2_img, alpha=0.5)\n",
"plt.title(\"Original VS Watershed image (no imimposemin)\"),plt.axis('off')\n",
"\n",
"plt.subplot(2,2,3)\n",
"plt.imshow(sobel_norm, cmap =\"gray\")\n",
"plt.imshow(watershed_img, alpha=0.5)\n",
"plt.title(\"Sobel VS Watershed image (imimposemin)\"),plt.axis('off')\n",
"\n",
"\n",
"\n",
"plt.subplot(2,2,4)\n",
"plt.imshow(sobel_norm, cmap =\"gray\")\n",
"plt.imshow(watershed_2_img, alpha=0.5)\n",
"plt.title(\"Sobel VS Watershed image (no imimposemin)\"),plt.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Original low resolution image segmentation without smoothing:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Text(0.5, 1.0, 'Sobel VS Watershed image (no imimposemin)'),\n",
" (-0.5, 59.5, 50.5, -0.5))"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,10))\n",
"\n",
"plt.subplot(2,2,1)\n",
"plt.imshow(image_low, cmap =\"gray\")\n",
"plt.imshow(watershed2_img, alpha=0.5)\n",
"plt.title(\"Original VS Watershed image (imimposemin)\"),plt.axis('off')\n",
"\n",
"\n",
"\n",
"plt.subplot(2,2,2)\n",
"plt.imshow(image_low, cmap =\"gray\")\n",
"plt.imshow(watershed2_2_img, alpha=0.5)\n",
"plt.title(\"Original VS Watershed image (no imimposemin)\"),plt.axis('off')\n",
"\n",
"\n",
"plt.subplot(2,2,3)\n",
"plt.imshow(sobel2_norm, cmap =\"gray\")\n",
"plt.imshow(watershed2_img, alpha=0.5)\n",
"plt.title(\"Sobel VS Watershed image (imimposemin)\"),plt.axis('off')\n",
"\n",
"\n",
"\n",
"plt.subplot(2,2,4)\n",
"plt.imshow(sobel2_norm, cmap =\"gray\")\n",
"plt.imshow(watershed2_2_img, alpha=0.5)\n",
"plt.title(\"Sobel VS Watershed image (no imimposemin)\"),plt.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Filtered (Perona-Malik) low resolution image segmentation:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Text(0.5, 1.0, 'Sobel VS Watershed image (no imimposemin)'),\n",
" (-0.5, 59.5, 50.5, -0.5))"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,10))\n",
"\n",
"\n",
"plt.subplot(2,2,1)\n",
"plt.imshow(image_low_smooth, cmap =\"gray\")\n",
"plt.imshow(watershed3_img, alpha=0.5)\n",
"plt.title(\"Original VS Watershed image (imimposemin)\"), plt.axis('off')\n",
"\n",
"\n",
"\n",
"plt.subplot(2,2,2)\n",
"plt.imshow(image_low_smooth, cmap =\"gray\")\n",
"plt.imshow(watershed2_3_img, alpha=0.5)\n",
"plt.title(\"Original VS Watershed image (no imimposemin)\"), plt.axis('off')\n",
"\n",
"plt.subplot(2,2,3)\n",
"plt.imshow(sobel3_norm, cmap =\"gray\")\n",
"plt.imshow(watershed3_img, alpha=0.5)\n",
"plt.title(\"Sobel VS Watershed image (imimposemin)\"), plt.axis('off')\n",
"\n",
"\n",
"\n",
"plt.subplot(2,2,4)\n",
"plt.imshow(sobel3_norm, cmap =\"gray\")\n",
"plt.imshow(watershed2_3_img, alpha=0.5)\n",
"plt.title(\"Sobel VS Watershed image (no imimposemin)\"), plt.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Results**\n",
"\n",
"Due to the resulting graphics, it can be **concluded** that **low resolution images are better segmented than high resolution images**. One of the reasons could be that our original images have a lot of resolution but quite low contrast, this results in a poor sobel image. As watershed segmentation is applied on the Sobel image, if this one is not correct (edges are not enough differentiate from interior objects) segmentation will not be accurate. When reducing resolution, gradient image improves so final segmentation also improves.\n",
"\n",
"\n",
"Besides, another conclusion is that **Perona-Malik (smooth) filter is not useful in our low resolution image**. The reason is that initial low resolution image has a very low contrast. This makes very difficult the differentiation between edges and other parts. For this reason, when applying smooth filter, filter is not able to detect edges and interior parts. So it also smooth parts that should not be smooth. When introducing smooth image into the WaterShed algorithm, it can be seen how in the segmentation there are parts that algorithm has take as lungs that are not actually lungs.\n",
"\n",
"To conclude, it is **better to use our low resolution original image without applying any filter previously**.\n",
"\n",
"Conclusion regarding utilization of imimposemin function is clear. It is **necessary to select local minima** in order to segment. If not, local minima are going to be generated in all the image and there is going to be a horrible segmentation. Moreover, in our case, the **selection of only 2 seeds is enough**, because it is able to perfectly segment lungs."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Questions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Discuss the results obtained on a Jupyter Notebook and answer the following questions:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**• Comment on the characteristics of the masks, both at the level of elements stored in the matrix,\n",
"and graphically on the gradient image. What does each color level represent in the masks?**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Image segmentation studied is the segmentation of low resolution image."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 1 1 1 ... 1 1 1]\n",
" [ 1 1 1 ... 1 1 1]\n",
" [ 1 1 1 ... 1 1 1]\n",
" ...\n",
" [ 1 1 92 ... 1 1 1]\n",
" [ 1 1 1 ... 1 1 1]\n",
" [ 1 1 1 ... 1 1 1]]\n"
]
}
],
"source": [
"print(watershed2_img) # Watershed segmentation mask using local minima."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Original VS Watershed image (imimposemin)')"
]
},
"execution_count": 27,
"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": [
"plt.imshow(watershed2_img, cmap =\"gray\")\n",
"plt.title(\"Original VS Watershed image (imimposemin)\")"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 1 1 1 ... 1 1 1]\n",
" [ 1 1 1 ... 1 1 1]\n",
" [ 1 1 9 ... 15 1 1]\n",
" ...\n",
" [ 1 1 308 ... 312 1 1]\n",
" [ 1 1 1 ... 1 1 1]\n",
" [ 1 1 1 ... 1 1 1]]\n"
]
}
],
"source": [
"print(watershed2_2_img) # Watershed segmentation mask without using local minima."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Original VS Watershed image (no imimposemin)')"
]
},
"execution_count": 29,
"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": [
"plt.imshow(watershed2_2_img, cmap =\"gray\")\n",
"plt.title(\"Original VS Watershed image (no imimposemin)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Analyzing the matrix and images obtained, it can be concluded:\n",
"\n",
"**Watershed segmentation using imimposemin function** generates a matrix in which 1's represent the background object (black) and other numbers different than 1 represent the different parts of lungs that have been segmented. As it can be seen in the plotted image, upper part of lungs obtains lower values than lower parts. This is produced because gray intensities of pixels inside lungs varies depending on the different parts.\n",
"\n",
"**Watershed segmentation without using imimposemin function** does not achieve a proper segmentation. For this reason, it generates a matrix in which the upper part corresponds to black values (1's) and the lower part of image to the highest values. However, it can be appreciated that there are not anatomical structures segmented."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Text(0.5, 1.0, 'Sobel VS Watershed image (no imimposemin)'),\n",
" (-0.5, 59.5, 50.5, -0.5))"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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jh384qn/Khb9K8iGE/x7Beq02wu8Wf+th70dMv43w11R2EH7X+O8GQdCJtvMbEf5D9k2EyUjfFn23G9HXLkX7+x5E+xMEwV8ifMP076MxzyH8ne2Xw7cgbEIir0Xqfep9B/Jq7n1BEJyOvvbfIexB7wDwjmicV5tfRbhvqwhDIb4PeMF9yCL8t4Kb0fOmEM474CVeby/RP0T4K6evKddTYUTkZeKcuxPhm5RsEOOzTJxzkwh/LeWBIAgaL/T1N4tz7scR/oPdV8uNXWzRd0Y/ivCYHvoHQoqIvNZ9pfS+w+Sc+wjC9L5ffKW35aVyzr0DwLuCIPh7L/jFX2H0kymRl4Fz7u9Ev95WRvh7zb8bp5kAQBAEG0EQ3PGV0kxeDYIgWA+C4E7dSImIHB71vteOIAh+97V4IwXoZkrk5fJdCH/t4zzC32v+p6/s5oiIiNx06n3yFU+/5iciIiIiIhKDfjIlIiIiIiISQ8r34C3uLv3YSkTkNeJC8Bz7oFMxqEeKiLx2sB6pn0yJiIiIiIjEoJspERERERGRGHQzJSIiIiIiEoNupkRERERERGLQzZSIiIiIiEgM3jQ/5hu+4RvoY92u/cHWrWbLrK+vr9OxLl+5bNaz2axZLxQKdCzn7JCqfr9/oLpPKsUPZ6lYMusjIyNmne0jADSa9od/N5tNs16pVOhYtVrNrLda9vli5xfgx4x9ltnw8DAda7hkH6+LS0tm/cSJE3SsoaEhs872pVqtHnisK1euHPg5+XzerK+srNCxOp2OWU+n02adzXsASCaTZr1Ejv3oyCgdK5PN0McOOlY2Z8/9tbU1s76xsUHHYtcEu1YLY2N8u8g87vV69Dm7u7tmnc2JcrlMxxou2ddLLp8z6+mUPScA4Hd/73fpY/LSqUfa1CPVIw/yHPVI2yvZI9k5AYBczu5Fr4UeqZ9MiYiIiIiIxKCbKRERERERkRh0MyUiIiIiIhKDbqZERERERERi0M2UiIiIiIhIDLqZEhERERERiSFWNPr29jZ9jEVpsgjCI0eO0LHm5ubMeq1uR5WuklhIwBcva8diZj0xlsPDdlTr+BF7ewGgQGIem7t2JOvVS0t0LBZ/OTs7a9aPzM/TsXIkLrReq5v1a8vX6FjsGLfbbbPui9at7++bdRbLmcnw87Wxs2PWl5eXzfqxY8foWI7MFxZtC/Brgu2/L1qXxYWysaanp+lY4+PjZp3FmO7U7TkBAJcuXzLr+Zx9vhqeqNTJk7ea9bHySbPe7/F5tLNrn/s6ef3V1VU6VrlsR9Xec8+99DlTJNqYraEsJhbg5yXo87knrwxfj2Qzn/XIo4uLdKwD90jP/PZFsFt80eQs0ntsaoo+Z6hgr20NEk1+5dpVOhbrkXOsR3reh7C4Z9ojPbHdtEd2SI/09JV90icKLEqe9A4AWN/cNOvL10iPPH6MjpVg84K81wCAXsL+vn6f9NuuZ817JXvktmf9XiLR8HkS271PIssBYJpc92PTM2bd1yN3a3bMPYu/r3hi1lls+T333EOfMz0xYdbZGrrnOS59FnPP3h8eYu/UT6ZERERERERi0M2UiIiIiIhIDLqZEhERERERiUE3UyIiIiIiIjHoZkpERERERCSGWGl+zz//PH2s0WiYdZaIM+1J97nl4TeY9XFnJ5Y0mi3PdtkJICwFLp3mh8YV7ISy5RU7+QYAtrfsZJI5kiI0M2PvIwDcfdfdZn18wk6eGZnhaTWMI6koryPpgwBw6ZKd6Hbq1CmzvkkShACevLNPUv5YYiAAjJCUqNHb7HS4yh7fx0SWJDt5ku7Y3K+RlCp27AFggqQLPfTww2adpWoBQCNlz/FEwn79oWKRjtXes5N/rl61E7euVHnqEZsvbE4cPXqUjjV33E6yTNXt9aDd4mvIXnXPrLNULQDY6nTMepIkA+6T9CwAuHLVToNi84jNO7n5fD2ySeZErB55551mfXzMTtVi/dn3GO+RPJ0NZG1hCaoAT+9iSXuzMXrkBOuRc3bKnw/tkXv29Qj4euRzZn2rwntRQNaq/frBe+QYSSIuj9rzqNrna16CJPPVyXYBQI6k9NZJKqW3R5Lr5aEHHzTr3h6ZTNqvT9L8ikWemNiq2vty9YrdI6+u8lTIA/fIxQU61tz4mFlPkH1st/g8Yj2y4Tlfm+S9U4q8b6tvbdGx2PsN1iN5BvTB6SdTIiIiIiIiMehmSkREREREJAbdTImIiIiIiMSgmykREREREZEYdDMlIiIiIiISgwuCgD54i7vLfPCtb30rfc4eSQK7+oVnzXrJkxAWjNtJMizJpUASYQCg2LaTSZIkdaja4Ykl6xsbZLvoU3Bkzk4kSo6UzLrvvKTadpLOFkk52a3w5LTGvp3gVCzZ5+XY4jE61u23327WuySR6C/+4i/oWBXyHJbmNzTEU3RY0h57ji+Z79ixY2b9/Pnz9DmFQsGss/SsxYVFOtbrH3y9We+QJLDTp3mq2NVr1+yxSNoY2w8AOEoSt1jSXrVnvwYArJDEry2S9rW7y+f3xMSEWR8r22vLKKkDQLNpJwCuXbJT9gBgb89ON0qSlChWB4D+jr2fLAVucnKSjsWuvQvBc55VTG4Up0dWSLIUS7or+nokSdpjiZx5X490ZE6m7Hq1xxPd1ldW7QdIQhjAU/vS5RGz7uuRSXJcaI9cXaNjsXWanZdYPZIkvf3l5z5Lx6qQtYX1yCJJbQOAeo30SLKPLGUPABZn7GTE8xcu0OfQHkkSCxc8SY4PktS+Nnmvd/r0aTrW1Wt2OlyHHGN/j7R74ZETt5r1+rr9PhPga8U2ed/k65EsBXp82k6BHiUJjwDQbNrXyuoav74qm/Y1mSLny9cj2frCeuR4yX7/DRy8R+onUyIiIiIiIjHoZkpERERERCQG3UyJiIiIiIjEoJspERERERGRGHQzJSIiIiIiEoNupkRERERERGKwswdfgC8GulWwIwjHbj1u1rv9Ph2rSyKa2207trxGImcBACQmuNax444rV+3YaAAYGrLjQlmUIwBstezIyNYVO7LSG4dbt8fa3rGjoxOO3zOzGHAWA71ftyNBAWBldcWs33/f/WZ9YX6BjrWeWzfr1w4Y5w0A3a4d4cuew74e4HG8PU/kbzabNevTJHr0+JsfpWNtbtrz5dRTnzPra55IUvYRA0USF+qb35skcphdq5nRYTrWXrVKH7MMl/hY7FxevLhk1oMLF+lYuby9tvnmXnnEjnVmUa17V+woXgAIyPli+7hNouTl5vP2yKS9Ho8dtz8SoUdiqwE+9xoN+7qrkghuAMCRObNcJ7HKvrjlYtH+2IlkgUezb3fsGOw2uSbYawBAn1wr29s7Zj3R4+9DWGx4s/Ey9MgFT48k0dnXWJz3YfbIDu+RIP2u7+kfuRF7DZ8p2Of4+P330rE2Knb/OHXqlFmP1yPJe0CyrgPAJomTb5HIeNYjAKAa2O83AtjvT0rDPAK8l7DXo4sX7V4YBDziPkc+esE390Yn7Y8vyZGPrqm27esO8MxjEqd+mD1SP5kSERERERGJQTdTIiIiIiIiMehmSkREREREJAbdTImIiIiIiMSgmykREREREZEYYqX5+dKzmiTNb/XUaXusYT5WZtZOO2u17NSfPEkSAYDnL9jpSjOzM2Z99vYTdKzWhp0AslbjKWSZnp1mwhJbfPvSatr73yfJiInUwe+ZSyTRjSWaATzR7ty5cwd6DQAYGbZT0Nhr7JNUQgAYHx836zRpLpOhY6WS9iXjew5LLezM2tt16tRzdKxi0T5m5XLZrO837ORHgB+zFkly9GHnJUmSghrOTh0CeMIkSxNMpfkyxs79IknJ8iWUbWxumnXftVolqaDX9vbMum8esYTNQqFg1rOeseTm8vXIRtlOAmOpYiMkERLg10STXI/5HE/AO33a7tEzM3aPnJubpWM1SS9aX7dTWgE+9+P0yAZJD6M90g5t84rTI7uZtFk/u2wn8Hl7JEnA6/Xs87Xf54mz42P2OtlK2Qcms+vpkSk7OS2TjdEjyes/5+mRJZKEzHskT1+s9+10uCbpXyxNDwD6lYpZT5J0T/Y+F/D0SHKM0x3PuZ+w0/Ri9cgdOy3Td63WW3ZfWyFrRWqIj8V65BBJhRwj6cxx6CdTIiIiIiIiMehmSkREREREJAbdTImIiIiIiMSgmykREREREZEYdDMlIiIiIiISQ6w0v6vX7OQZgCekBSQ1w5dYciRtJ9+MkZS/CyQRBwAee+xRsz4zaycSXbl4iY51Yd1O9fIl7wyRxC1f2hrDEpw6bTvBKJm003UAngTGUhbZ+QWAWq1m1p2zE3maJMUFAIadvc0Vkojjm0f9qp2yyBJxWHoVwPfFd+6TJN3o3CV7jrHXAIBu104XGoV9rXRIqpXvsQRJ4GOpWgBPjsscnTTrbK4AQJpc9yNkTrJrGADmZufM+gRJMPLNo6efedqsP79kJ4UCwNFpe61i19fly5fpWCyJjK0HXZLoJjefr0d2mqNmPSDrd7vF19y5I/b8Hpu05/fFpSU61mOPPWbWZ2fs6+vyip1UCQBbFy6Ydd86mR+zUwv39+0eGeQ8iXLk/Ua7Yx/LZI4nhB20R7Y86bkH7ZG+ZNWRUft4VUi7b5HeAQD9hn1c6jXSI0kKMhCvRyaK9vFfIgmTcXokfU9D0vQAoNM6YI/0JDnmyDzKjdnrQa1+8B7J9nF2dIyONbdop/bF6ZFPnXnerJ85fYa//rF5s16q2nPv8uUrdCzWI9l7sG6D78tB6SdTIiIiIiIiMehmSkREREREJAbdTImIiIiIiMSgmykREREREZEYdDMlIiIiIiISg26mREREREREYogVje6Lx2axlENDQ2Z9hkQHA0Dq5KJZP3P2rFl/7JFH6FjHH7jLrK+vr5t1N1WkY43tlM36tWvL9DnbW9tmPZvNmvWRETv2FABKJGJztGxHbPqiLFNpewrsVnbNerHIjws7x3lP7CxFom17JO6ZRZUCnhhREtXqi5Lf3LJj8fN5vo+7JfscY98uj43Z8yt8zI447W3tmXUW6wsAbTIvWGQ6u7YBfiz7eXt+XTvNY5WPHj1q1ouLdkRzm8SyA8DzFft1Env2tbq4eIyOxaKjJ47a8dQA8Ht/8odm/Z5HX2e/Ph0J2Nm1r0m2HrOPEZCbz9cje6xHluy1dWbcjigGgFTJvr7PPm9HET/q6ZG33mv3yI31DbOeJK8NAKNT9jb7euTmFTtOnvXIURINDgBFsu6Vy/ba2trl18pBe2ThKI8NHyJ9ytc/mH6OfBxGisSGJ/g6mSY9b3rCPl4JT49c7dt9peB5H7BL1jaG9UHfY62E/Z6iMOTpkW17X9p9+31Il0RzA0CGRP+z9y7Xrnp65LzdI0cW7V7U9fTIM1X7PfD5in3dLy7yLsV65OQcvyb+4Pf/wKzff/99Zn3BE4u/s7Nj1tuX7WNZifHRRIx+MiUiIiIiIhKDbqZERERERERi0M2UiIiIiIhIDLqZEhERERERiUE3UyIiIiIiIjG4gKSmAcAt7i7zQV9y2tTUlFkvj5KkuXvn6Vjnn3nerD/6+ofM+sgMTz1aXV0162dJMqAv0W2U7EupyVNGms2mWd/bs1PYOm07UQ0A5kmSS7prJ8ysT/B9yV2wU3RYAuDGhp3wAgATk/bxnz9qn+MSSYADgDpJWbxw4YJZ9yWXsQRAlk43McHnETuPbN77Xmf8dXcfeKxrz5426+fOnTPrvvTFLjkuLEkyn8vRsWoT9mOVij2/i0U7+REAciTZannZTgLrBzxBiV3H/Z79HJb8CACvf/D1Zv3ovbfS5yyfWjLrT/zpE2b95MmTdKzeZ+y1iq0hrA7wtLkLwXN8EZO/5lB75F3k3Cf5WKdP26l9b3zjw2Z9ZI6vLRtLdpre2bP22uLrkSMkaa+QIcmmABpkba2Sedzq8XTR+Xm75yTzdqpZrVajYyXW7N6yX7DXCl+PnCS95cjxBbM+muBrbj2w3yMcao/skB5Jej0A7Hfs9w7T03zu9Zr2vkwV7Xk06emRl9ZXzHqcHtmv2/syMm6nHKZHeV/rNVnqqj2/S570w0zZ3maWlul7n8+u46Btn3tvj3z9g2Z98Q7eI6+dOm/WP/TkR8Rije8AACAASURBVMz67Z4e2Txlz/2Xo0fqJ1MiIiIiIiIx6GZKREREREQkBt1MiYiIiIiIxKCbKRERERERkRh0MyUiIiIiIhKDbqZERERERERiSMV5Us4Tkczirjv3L5r1Sxcv0rHuf+wNZj0gm/2Fz3+ejpVK2c/JZOyoVB/2nHu/tUGfU3/iLnu7kvZ2sQhuAFjN249dXLpk1ivLPBK1OGFHeU5t2hG2d955Jx2r0bD3/7NtO5b+cU9cZqFqR9WyGM9slkfu0njsvh2PzeYKANTrdbPui1NvNe141a2cHb1Z3tihY7GY9fLYmFlnkbcAMESu4zqJCW555uRsftasz9xux5g2W3wsFu/KzlerbR9fAEgm7HOfJ/HrvtjXc+RjFJb3t+hzFm6x171HH3vUrH/2+Wf4WI/fbtZzT9jrXrVapWPJzRWnR6Jg95WLF5foWA+SuP6AxHZ/3tMjsz07FT9Oj8yS5wzdOkOfc0tQMOtJ0iMbJIIbAHbqduTxpUukR3piw4eG7Bjq4rC9htw1wXtkvWOve88/b3/kxeOPv4mOVdi395/2SE8svRsi57hhR5Ync3xO7Ffs/uXrke26fVx2A7tHFsH7Gu2RZbtHttM8NjwzYs/JCtne1C6P65+bIz1yxr4m9rv2vgPAtWvXzDrrkSzmG+Af48B6ZNKzHpy5aMfPr+3xHrm4aPfIxx61e+RTz/I1bP7+28x6+y+eNeuH2SP1kykREREREZEYdDMlIiIiIiISg26mREREREREYtDNlIiIiIiISAy6mRIREREREYkhVppfsWin2wBAIW+nn1xt2uk6LMkEAMZIQtnF5+xULZ7JAoyWR836xOSkWZ9/yxIdq9PZMOvr63bSGwD07rQTygoFO03Pd4zvJmkqt/fsBKe//P3jdKzLly+b9XMZO8VnjKX+AJg6Zp/LRXJmKl1+vPZuIWlr5+19nJ21k3IA4PRpOymJJbcNDdnnxPcYTegCsLxgP+fc2TNm3d1up7YBwAg597s7doKSL5mwTR4bHh4264W75ulYVZIaWF+2570vZTCZstOoWBpUYchecwCgR5KdWIKRL0WzmbfncX1jnT6n1rCTEW85csys++bRXnffrE+Q87W/b389ALRaPAlNXro4PXJt306WmpmZpmONTtv96+wFO1ULAe+Sw9P29TVJrjvfNVwnl+T6Or9WVsh47PoezvJ1OkOS9o7fZad97a1t07GWrl4x65Vl+3w1SGocAEzOTZn1xdyCWd8JeEJwrWEnELK+Nn38CB3r9Gm7F7Gx8ml7zQGAQsE+X6USf87S3q5ZP3fOnseJ2+3kSQBIknO/tXrVrKc6vh5pp+CNkDV3ZKJMx2qSXrS1s2bWfddXIm+fl8ncwXtkt2u/Tpwe2YOdJui77ll68PGFY2a96OmR1bbd89h7msPskfrJlIiIiIiISAy6mRIREREREYlBN1MiIiIiIiIx6GZKREREREQkBt1MiYiIiIiIxBArzW9kZIQ+tvWQnTy08gU7Lebhhx+mYyXbdvJQmSTzdWazdKy7H1wx65WKnYizurpJx6pV7fQRX/qKc3b6jEvYKUJtT5JIQBKZsll7/5ulx+hYt91mpxutrdkJM40GTxc6c9ZOWTx61E4RavkSXup20t/YV99jP+Fj5+lYLF2InS92rgAgQ9L0Oh07/RAAxsbtxK38sp06VNm15yQAjKfs57A0Q9++sMSxnVE7TY+dXwBwsF+n07WPC/t6AMjlc2Y9k7aPvS9diO1/sWgngbEEUQDoj9qvX6ny81UlSUWbNTt9cXKBp5t+7qmnzHr6oVvN+tATdtoYAGxv8/Qyeel8PXL/uL0erJLry9cjA/Lt0HLZThVzRZ7GytY21iO3NrfoWNWNw+uRiS2ytuwfXo+cXeBJd7fddsKsr63Z/Wu/4+mRZw7WIxueHtmokB45N27WO/t8nWQ9sksS6Hx9hR3jTsdOxgOAcbLuXsvb/W7X0yNZ+iXrkf0c/5nCSMbuE/WmnQJ3lpxfAAA5Zl323sFzjPM5u0fuF+xruNrgx94lSI/M2e8PhiftxEAAyHbt9w57ZA0BgApJvGU9csrXIz9n98gTJ0mPrB5ej9RPpkRERERERGLQzZSIiIiIiEgMupkSERERERGJQTdTIiIiIiIiMehmSkREREREJAbdTImIiIiIiMQQKxp9qGDHRQLA5Y0Ns37LPSfNemnajnAFgE7Svter2amnuHbhAh1rdMKOGK2T6GJf3HIiacc/dkiMKMCjs5NkLBYvCgB5Ehf61Gft6M9Ggx+XY4uLZr1wwo4qzZPIWQBIrNjxm5tJ+xjXt+xoVwCYG7bjTceetufXeTLvACCVsqd5jsSLslhdgEf7bm7wKP29N9nXy7Fjx8x6MmHPCQDYn7PHalXtOXHx4kU6ViZj78vRI3ZM720FO0Yf4NfRGon29UWjt1v2PKrX7PlSLNkRrgA/95cv27GnU1NTdKzMpL1W5eeG6XOGKvb5cgl7bSuNlOhYLD641bYjogueaF25uXw98sKOvVawj6kYHbU/CgQA+gV7rWjW7TVsxdMjC6Sv1Mh15++R9vymMdCI0SNzvEcOpe21vRnYr3Hec1yOHbN7ZOmoHUFe9PSPftW+VnebB++R09N2j0wO2/u+tHGNjhUM25HaxbY9VpcfejS7ZO7t86hpV7Jf/zjpkew9GAAkR+x5nHX2+zNfj9zO2ttFeyS5hgGgRnrkOumRPU9ke6Np98jODuuRvK/QHrl92axPtXiPHBknPXKWr2H5fbt/J0j/Kg3zfWEfbdJq28creYg9Uj+ZEhERERERiUE3UyIiIiIiIjHoZkpERERERCQG3UyJiIiIiIjEoJspERERERGRGGKl+fmkSTLIXXfdZdabGZ7us35+xawvLS2Z9UzGTl4BgLOnbjXrd99vJ5ZUKhU61tNn5826S/BkkNuPnDXrXZIONz5uJwUBAAsgYalPMzMzdKzKvr2fNZIixJKVAKBctpNcZofslEHfMUbGfp1a3U7EaTQadCiWzsfqhUKBjuVipL/sk20rHLNfZ7w6Qsfa7tnnZXlt2azPHz1KxyoW7RSdHtn9VezQsUo1+7iUR+05sbxiby8AjI/Zc5+dL9+czOftNKrJiQmzvjPBEzm3VlbpY8zCwoL9+lP2Po6neOoRWxMaTXt+pdPpF9g6eSWw9Kw77rvbrDfTfE6uLNvX0dLSJbPu65Eua29XOW1fw771u5Pqm/WSJ6WWJW71SEqur0cm7baKHFkqZqZ5j9yt75n12sbBe+QoSTubLR+8R6bI67BkVV+PBAkgDMgaMpLi34c/1B45SXpkn6dl7vTssa6t2e8n5+d5j8yX7eQ4to87O7xHOpLOV5qxE+iWybUNeOZ+177u/D3STj9kPbLV4+/ZV+L0yOOkR05OmvXxDE/PnSDHpersFM3cIfZI/WRKREREREQkBt1MiYiIiIiIxKCbKRERERERkRh0MyUiIiIiIhKDbqZERERERERiiJXmV63a6TYAcOuJh816ftpODjv91FN0rKWrS2a9NEESVup2kgkAVLFv1r9w4ZhZZ6lxALBbWTfr2aydHAYAz126xazfMX/OrKfT/NQ885SdPhP07QgjX6rX8IidHJcmqU89kj4IANe27bScRMFOkhkbs1NsAKDdsZOd2L6whCwA6JI0KJZww9JtAJ6IlMvxc79ft1OfWCLQxKP30LHeMG4n3/zZn/2ZWT979Twd6/JVOy0ombC/x8LSGgGg8LCdRpX8zIZZHxnmiYUJ8vrVatWsl0r2egAArZY9j1iq2WzNXqcAYLxjP2ez3KTP+cL5Z836A8MPmPW5u47QsU7snzDrTz75pFk/WuTHRW4uX4888caHzHp+yj5f3h5Jkm1Lo/ZY/T7vkfWuvbax1M9El/eV3XW7R+Y8aX6ZnH19uX17m319rZW11/xezx6rMMTHGiraa1WiYW9v0OA9cnXVTjtLHbX7l69HdkiPBEna8/XItjtY/GFmmCfeNusH75Fb5D0V65FTD/Ee+fC0/f6I9chzSxfoWFfO2O9p2HuHMklUBoDZObtHru1tmfWROu+RjpzjasN+r1H09IL9hD2PEuRaHSrwNL30sH2Om1X7/TcAPPfcc2b9gQfsHnnkLp6+uHjfSbPOeuTsIfZI/WRKREREREQkBt1MiYiIiIiIxKCbKRERERERkRh0MyUiIiIiIhKDbqZERERERERi0M2UiIiIiIhIDLGi0S9dvkwfe9vTdjTh6tSaWa/u2XHHAI/hXiOxq4UCj7Tu1wKz7mBHbxaKPPpzuGRHQ77hLnsfAaDXs6NaW037fpbFQwPA3NwcGcuOaN7o7NCxdnfsx9qdjln3ReuODNvHZXt726wnJu14UQAojpKIavs0eo8XizMfJTGmQUBeBECWxIVufJ0dewoAwZo9L0Z/x76Olj9kR6UCwPwjbzTrx/7mrWb91NJpOtbC/LxZZ7GvUxv8+tr/gh0FvUKigLMZT0QyiS1nx75SqdCxiiV7HtVqdoTs2pq9tgA8pndkn0fYLtxhR9mvrNux9EPDQ3SsO+bsaPQR8vEGyQ0e2S43l69H3naJ9MjJV7hHsnWPzPtiwdcj7chhXzx2M23vSzdj95zOKO8fc8Up+zVaLbO+Vd+lY+2QHtmJ0SNHSY/cqpAemeF9rThsr22sd7OYcwBoVOyPgimXY/RIsra3+ZJPx+sG9px45tln6Fh58t7t2J32+vnc0hk61sKCvX6zHpkZ49fXDvm4HRaXnynYfRAA0uRjBNJ9+yDvenpkicSDs48HWlvn73NZjxwe8/RIcoyXN+zjUljmH19y68Jxsz7KemTl8HqkfjIlIiIiIiISg26mREREREREYtDNlIiIiIiISAy6mRIREREREYlBN1MiIiIiIiIxxErzKxZ5mkavb6ev7OzYaTX9gCffsPSuyclJsz5MknIA4N4TdrpSr2cnluzv81SvStlO/tmvkxQdAK1226x3SH1lxU4yAYAjRz5n1icmJsx6Op2mY/3RJ6bN+h5Jf9kmyUYAUK2RRCCSmpfxbNftn7VTl87u2ylsNfLaAJ8XLEGoSVIRAaDbtVMZyx9cos8JyLHc2d8360tLfCyWhvW2ybeZ9ZXXPUDH2vjwObPOEnmWm/zc7+zaj+2TfcykeVIRw1KyyuUyfc4oSaPK5+3UpaQnFXJvz04sPFvk1+pYf8ysT87Yr7Oy/gU61uIt9rp74oSdUrXz2U/QseTm+nLskUyLpOk1yLUNAL2OnXZWafLntKr2mt9p2311ZXWFjpWYs6+viUm7Ry5M87SxzFV7rYrTIyvtg/XIFEltA4DxWTux8OyZs2a92ji8HlkH75Htoj2/Cwn+/ghZe76wvhKrR77tq836A697HR3r7OUL9gOkR7aXPT1yx37f2Kjb14TvfVufBDP2nH2tjnl6ZHH6YD3ySJenQlbqdo9kiYUAkBize2R+xE5lPLNkv28BgLEZ+/q+9YSddrz1hU/SsQ5KP5kSERERERGJQTdTIiIiIiIiMehmSkREREREJAbdTImIiIiIiMSgmykREREREZEYYqX5pVKep9nhL+j17ISX4RJPFxoqDJn1u29dMuvNpp3YBwCrqzxFyNLt8OSZZstOHWL7CPAUOHK4UCXJYQBwpm4n2p0/Z6ecjHqSXO47Pm7Wn7tyi1nvkUQ1AEiQhJuZmRmz7jzJad2unTxUIQlKLHkGAAoFOxWGzeM2SVgEgN1dO5Enk+GpSyzRrlqtmvVSqUTHurZ8zay3yJx8fdZOegOA9175sFlPJuy0HjaHAaDTta+XZNIeq93hxzjbtRPKhobs9SCZ5PNoZcVO/GL7ODLCU73Y68zOzdLn9IINs37hgp3c5ktbu3jRTpY6+rS9Xac8CUpyc73SPbKTtV9kp2WvOQBfp5iOZz1giaj9Tpweae9LdY/vy5n6GbN+/vx5s14mqZ8AUJ6ye+TYuF1/uXpkO2Efr51mjB5ZtHskcofXI7NxemT94D1yeXnZrLMeeetdJ+lYT3z8o2bdpe3z0mvza6LbsR+jPbLH34Nm+/ZY+RF7PQB5DQBYIX2CJdv6e6T9OnNzc/Q5lZr9Xnflgr1d/h550awff75h1p89xB6pn0yJiIiIiIjEoJspERERERGRGHQzJSIiIiIiEoNupkRERERERGLQzZSIiIiIiEgMupkSERERERGJIVY0ei6Xo4+lM+kDPefR19kRwQCwvr5u1tfW1sx6s2HHHwIASCSpXfXHxLLY25wnepTFOiOwY18bnn1hEZ99EslaIxHcAI84vf8W+zy2j/JI1ASJ0rznHvt4sfh1AKh/+JNmnZ0X35xk54sdLxbrCwAdEplfq9lR7r7XP2hku+/1WQT41N3zdKy5WTuu9OrVq2bdF/9eJvH7bD3wxazX9+3o/1rVPsa+45XJ2tvcd/a5r5OPHQCA6Zlps14N7OMVsq/v+fmj9lhkHwGgUrEjZIer9nXH5orcfIfZI/OTPAZ6fY30yHW7RzYafG0jLZI+EKtHeo4L75F2OU6P7JHrfm+fX3fNVbvnLcwvmPXhaR6znnD2tbp4p90LMz2+ti2t2R8FQ3tkkR97V7BfJ+geXo+senpkJnmwHuny/Lg0E/brX922e+TR2SN0rNmj9sdeXGE9kvQbABhjPTJtP8fXI6tN+xyz93r+Hml/FEmfXPfeHjlt98itnS36nIBs2vy8/d6FfaQMwD86Z69qz9fD7JH6yZSIiIiIiEgMupkSERERERGJQTdTIiIiIiIiMehmSkREREREJAbdTImIiIiIiMQQK81vfGycPlYcKpr1xIj99U+e4klFq6t2+svDx+3nFIv2awMHT2FLJpN0LEdS63qe9JUOSUbJkiSVIc++FEjqEUvm820XS/45c+aMWS+yxCUACXLMWiT5540XePrhH/fsbWYpQoeZyhKQhEUAyHsSGw/KkTnBkqgAIJ22k8AuXbpk1m9buo2OdfL2k2adpWiyZCWAJzn2e3YaVN6T6pUh6Ubs+mYJWQA/xomEXfeljbXvtdeKnYs79Dlsvs7N2UmK4+NjdCx2/LtdO+WPrS2+7ZLDEadHdift9bO+bidUAcBWxU7DLZUOr0eyFDZvjyTXXa/Xo89pO/v1s0P2PC4meS8aGrKvlWbX7pHdPt8u2iPPsh7Jj3Eiaa9Vzaa95t/5wJ10rPPLF8lY9rXdjtEj+yScrpux13UgXo/skdcJyDrdavMemTloj7ztBB3r5Em7R66RHjnk6ZH9IZK6SuZetsDX71Tb3scSub7Z9eh7jPV0X4/sJux92d7hPZK930nM2kmK4+N8beU90l7DDrNH6idTIiIiIiIiMehmSkREREREJAbdTImIiIiIiMSgmykREREREZEYdDMlIiIiIiISQ6w0v+mZafrYxjvtxzaee86sdz1Jc6Ojo+SRTbMaBDxhplSyU05SKfsQ+NLh+n37dViaXbRxZnlr096X0vAwHSqTsZNcLtTt5JnbR+3UH4AnttB98aTCMCwdz5fsxJJUWBqVbyyaFkP23Tcn2bn3PYdhc8yXksVe5+JF+xy3WjyRZnFx0aw//fTTZj2dsucdADQaDbPOjnFljyeUFfJ2Ik+1WjXr5XKZjsXkcnaKT+d+O7kLAK5evGrW2RoCAFnyOtvbdgpbOs3Hmp21EwCLIwdPTpOby9cjN99mn8eNU6RH9g/eIxtd+7rvkfULAEpZOwEwTo/spsnrZPj3b1n73tzcMuulYZ4EnMnY8XD5YTsBsFu3U/4AvoYlSTIfDt4iX/Ee2eywdLyDry29lP1YkOQHJk2meJfMMd97rQ5JAj5/9YJZf1P/cTrW4uIxs/7008+YdTfCt6tZs89XMiA9suLpkSS1bo/0yDFPjyQvT5Puekm+hly6YB/jVMbTI2G/zhbpkSmS1ggA0/N2AuDIiN3XD7NH6idTIiIiIiIiMehmSkREREREJAbdTImIiIiIiMSgmykREREREZEYdDMlIiIiIiISg26mREREREREYogVjc5iRwFgeX3drO/t7Zl1Xwz0XROXzDpLZK3X63Ssft+OHk0k7LhOX9xxm0Rt+6JiWZTl+MS4We92eBzuZ6/Zsbv1uh2zXq1N8u3K27GUrz+yYdbTnlhKR2LTuyR+ksVDA0CNRHwyvnnE5iuLGWeRswCP0mTxuQCQy+XoYxbfvrAI3Z2dHbN+9do1OtbQ4j1mPUuOV7VWo2NVdu0Y17GxMbOey/JjMjdnx5vu3W7HGic+w4/X6uqqWU+n7etu5Zodfw4AyYT9OqUij2hm10u7bUcx75LjCABr6/b6tjhu70s+n6dj1TznUl46X49cOcQe2WgeLNq35umRQdFeW1zGXtcTQ7xHBjF6ZJr1yCzpkZ6Po2gH9uvUt3bNum89ypbtHpnv2fU4PbJH4rx9PZJ9VATjm0fprD1fO+7l6ZH5Il+rLCnPvvSTh9cjR8ftjx5IjNrn2LeuVnbstX2c9UjP+4a5WbtHjo3bY3U8H6+wQnrkBOmRVzZ4j3Q5+xwPDdtx/QCQ69lzj/XI7X37GgaAnYb92MmXoUfqJ1MiIiIiIiIx6GZKREREREQkBt1MiYiIiIiIxKCbKRERERERkRh0MyUiIiIiIhJDrDS//fo+f2zfTqth6S8s+QUALubvMOsPLdqpdeVymY7FkmR2d+30jwRJ3QF40l+/36fPYclDLPUpl+en5g3zdtLes5sLZj0I+DFm6U5PrdiJgZ4QHWRzdrpRd8Me617PuU+RRCSWSMRS7gB+vtic9I3FXt+XLMUeY3MyTjIhc+rUKfrYHfceM+tjJPnm8pUrdKxs1j73vb59jicneMLk7m12qlmNpJ0NPzhMx5ro2/uSTNjX6ui+nd4E8LWiWORJRWx963Tt45XN2YmFAHDpsp1ueuvf+SqzPvPUDB1rY8NeQ+RweHtk42Drka9HTk/Za2s+ZSeB+XpkkLd73m7FnveBJ6Q01Tt4j2w7O4EvXbB7QdrZ15DvdSZIelc3yY/xftXukYkhe/1uJXkvYAlt7Zy9vb5zz1ID4/TIxJD9nHatYdb7CU+PBBmLnF8AaMNObmPbhRT/OUDBMy8sp557jj52zwP3mvVxkpp3xdcj2fsjkB45N0HHqiXt81Ltkh45zHvkkSNzZj0g53gEI3SsnRg9EnV77vdH7PWo1OdpmUurS2b9+Ntvfo/UT6ZERERERERi0M2UiIiIiIhIDLqZEhERERERiUE3UyIiIiIiIjHoZkpERERERCSGWGl+zZadOgQA2aydcjI0ZKdU+VI+WAAJS6vZ26vQsTY37ATAdsdOmOl50tmyJJGHpesAQKvVMutVklDmSNIbwBOBbh06Y792207KAYC1zP1mPZuzp0Zl13OMt+xj/Oijj5r1et3+egDokvPCEol8KXcsTY/VfWl67Bw3Gna6DgDUSWIiMzrKE+UYlqa3srJCnzP3safN+i333GLWWyRtDAAuXLxo1vs9O6kn+QhfejYvL5t1B3ustbU1OhZbX0pF+3ixhEUAmJy0EwjZsQeA3Yo9x6pVO/Wo3eHXar9vz/2d7R2z7k1QkpvK3yPteRSnR6aGyXXUtZOw9naqdKyNi/Z63CFrsS/BlPWoFOL0SHubXYIn7rLXZ32iVbNfG+DXPRuLpX4CwObWlll/hPTIiqvRsRpZe63oDNnrZCbDj327b5/jDuy6r0emCvac9PVIlirsSKqyr0f2SDJitmev09f2rtGxZmp22tvxW+we2WzyeXSR9EiWeFsoeJJdV5bMOgtsXFtbp2MVi/br5LMFs+6y/LqbitEj91ky4a593XdepT1SP5kSERERERGJQTdTIiIiIiIiMehmSkREREREJAbdTImIiIiIiMSgmykREREREZEYdDMlIiIiIiISQ6xodBZ3DAD3/SWJzHzDUbPcbG3QsbZ37FjQasqOE/dFULN48CSJQrbDKkON/X2zXiDRtgCP9E6m7FPQ6/EtYNvcIVG1PMgSOFG6YNbLZTt6NDtvR84CwKXWG8x6Lpc360sXl+hYXbL/TU88N8Mid1nkb6FgR4ICQL9vz30Wawzwc5/P28eFfT0AVCp2NH2pVDrwWMvLdgT5LIkXLY3ZrwEAR+bmzHriETuOt1rlEc1sH2em7djVWo3HBy8v29Hw4+P2vjjP1cKOcSrFY4JLw/Y5ZtHCV6/xmF6SEkz3P0HWKbn5fD3y3ufIA3faPXKnvU3H2tmxH8vAjiL29ch2y+6RieTBv+e6T+ZenHUySa6vXsB7ZCJtb3MbJFY5w9fJZs+Obs7l7GM8u2jHaQPAyexJs54nUe6nz56mY/V6dr9vNFkEuWcf26RHdmP0yJS9XcUkj6FmfbXAemQiRo8cJa8fp0fOzNqvQXoEAMyRHlkYs8/9XpN/DM0u2cfpqSmzXqvx636ZfHzK6Ij9HpD1IYDvfyLHe+Rwwn4O65HXPD2StW/WI9OH2CP1kykREREREZEYdDMlIiIiIiISg26mREREREREYtDNlIiIiIiISAy6mRIREREREYkhVprf6Kid8gEA5R+836x3/uRPzLovmWOYJIPU63YCR6tpJ9IAQCaTMettkvKXStspZADQI6l5LB0OANIktS9BEku6nrGaJJ2OJd+0PMmALOWEpet0yPECgDc9bqdR7Wfs5+x9s729AFD8T3byDkvq8aUfMtmsncaU9pz7RsNOSmLJfACQIueevT6bk76xdnZ2zLovdSlBUiFZelb/DTzGp3bJviZ3Lu2adV+aH1tfRkbHzDo7JgAwOmKnh+3t2YmgOZKqBfBUyNY+T1uj607Knt/jY/Y+AqBJRSy9K9ux1ym5+Xw9Mv/dD5n1yp98yKz7emSpNGzW6207vavZ5Wmo6by97rH1yLdOdmP1SHs8libY6Xt6ZMfeT9oj27x/VA/YI9sdT49805vMepAl6bV9njZWLNpr9X3DVwAAIABJREFUSL5ir23dBN8upOx9yZJUyMwQT2drNOzXyZT4c1I9u09l2fqZ8MzjwH4d1iOHDrFHZoZ5L+rs2sfl0uV1s+7tkSMjZr08bq87KXJtAUCpZM+jvYbdu/NZ3iPbfbsX1Vr2sQd4j0yl7PqYp0eypMEm6ZHuEHukfjIlIiIiIiISg26mREREREREYtDNlIiIiIiISAy6mRIREREREYlBN1MiIiIiIiIx6GZKREREREQkhljR6JNTk/QxFrW9SyKtWYQqADSadvzlmd6UWb93yo5SBIAsiXNksa/1uh0tC/B4V1+cOYtAp9GbpA4Ajmwzi2plsewAkCNRsaOjdvSmY9mTntdnceZNcn4BYJjEhrMY7P19HiHL5liSnBMW1QnweOyhITuCG+DRq3WyzRsbG3QsFt3NjguLcgcABHaZHa90ikfIzs7NmfXRctl+aTJXAH5NDGXt7dpe36RjTc3Mm/XNTfs52Zw978Ltsud+hUQRAzwyP0M+LiCT5fOInfvJ37aj2WskUlpuPn+PtHtLpWJHEXe7PLabraHptL0e+GKFcwftkVW+5rIe6YtGT5GpT3vkPr9WW+RtBe2R5HgBQD5nX8Mjh9oj7TXE1yPzRdIL8vbr1/f4R8ewNZ/1lX6fH684PbJQts8l6+sb67xHZsk6mcnZ/b7R4e/1XNI+X33Y89j3kTpzs7NmvUw+RqEfkAYNzzWRtp9zdYV/fMeRI3bv3jxvR7bnPD3SkR65t2e/BwR4j0yn7fdh2Sx/f8Z65PQf2ftymD1S3VZERERERCQG3UyJiIiIiIjEoJspERERERGRGHQzJSIiIiIiEoNupkRERERERGKIleaX9iSWXLhy9UBjsSQPABgftu/1Mmm7fqlaomN1d+y0mn7f3pdut0jHOponqUs9nrrUJqlqGXIsWSINAMwv2AlliYSdVsNS6wBgYWHBrG927dQnltYIAFs9O61nl6RUeUKP6Lxg6UKs7uObxwxL0WGJVwBP5SmP2kl3vmuCHX+WTse2FwC2d+yEn9GynS6UT/N51KjaaT21XTtFx3e8WPLm1V17Hg0N8ZTBasU+LnNzdrKSN8lxf8esr6150gSn7OTRTMaee7kkv75KOfuCGfqeRbO+/7+eomPJzeVbW85cuXKgsfJ53guGSvbrsNfvdPh1V2vZyWm9vt3X+hmexJtI2etOD/z1GzWScEn2Jec5LvOjdo9MF1iEKb/uFxbs64sFb/p6ZG7IPi67u/ba4sCbZHHE3uZcwX6NVpeP1e3az0mAHxcmTo8MSI8cJUl3vh5Z3z+8HrlDemSZpNS6pCd5k6QGbmzbyYS+48US9XZIjxwd5Ql89br9+nF6ZK1mp1JukGMPANOkR7I0v3Sep+cWSvY8yrznuFlP/O/P0rEOSj+ZEhERERERiUE3UyIiIiIiIjHoZkpERERERCQG3UyJiIiIiIjEoJspERERERGRGGKl+fU8qXWpxnmzfmysadYrLZ7IU9mzUzv2SN154uFYYgvbl1azRcc617S3eb7An5PN2mkqaZJCx9JtAGBt7WAJacPDPOUwR1IDn/z85836yPAwHWtmZsasd9t2kmEqxRN5ul17vuzv24lTnU6HjsWOC0sA7Pf7dCz2mC95Z2fHTmoqlezzwuYKAIyPj5t1NvfZtQIAGxt2ik+GpOhM/bqdugMAI/9gxKxXq1Wz7ttH9hi7vLe37eMLAOm0fY7L5DVSjicWImunBp44cSt9SqHAkgbt7dolaUwAsLlFkgmPHDHr42P2XJGbz9cj92orZr00Yk/wXIEny1Yq9vXN6t4embQf6/XsNa/VstdoAEgm7fldGuIJgDV3sB6ZSPKxNivLZr29wXok72vFip0meOYvz5p1X4+cJj2y3bbfO6RSPBXSwX5Ou22fe2+PbNnHZahIjn2K98hk2n6dwNnvAwCgShLlXNI+lqMk6RkAcnk7iThOj9zZXTXrq6v2609NT9OxRkYO1iOLJd6LcqR/ZTL2urO9bacSAkCKpGWOle3XyOf4e9N0yt7mYvEEfQ7rkUMF+/re3eXzaHNzy6zPzd38HqmfTImIiIiIiMSgmykREREREZEYdDMlIiIiIiISg26mREREREREYtDNlIiIiIiISAy6mRIREREREYkhVjR6vV6nj21t2dGEzaYdoxr0PXHizn4sINHNvkhrFoN9tGjvy0qGx5seydvxxfU6f32mTeJKfdHoU1N2RHUmY0dcpsnxAngk7KP32MfrmeeX6Fj7FbteHi2b9d4vkicA2G3Y8ZcNUvdh555FpaZJVCjA55hv7rG5z57jO/ejo6NmfWzMjoOt1Wp0LHYdV2t2VOvx48fpWMWJCbN+5coVs16p8HOfTNrxqo2GfRy7XR6RzM4le44v4p6fLxZ/DsDZ43Xa9rFvNPn8Zsdsa9OOTD9WtueK3Hy+Hsliitk60evzOHM4ex6zee/tkSTOfKRob1e9wXtkLmvP+3qd9/skiWbvB/Y+tlp8nZwmPTKZIvHrnjW/RHrkyZMnzfr586fpWNkd+xiPkms1meNx5iwimvdIHrWdIh8hwXpkJsPfU7Cocd/HBbRa9rxga16jxtfpMjmWU9N2NHmzxT+Ool63jyXrq8eP30LHGh21j/Hq6kWzvuvpkTXSI5vk3B9mj6xW+UcisPWlUODXqoM9LyoV+xyz9wHhc0iPJB8rctsh9kj9ZEpERERERCQG3UyJiIiIiIjEoJspERERERGRGHQzJSIiIiIiEoNupkRERERERGKIl+ZX40lF+/v7Zj2RsFNhxkeH+Ou0cmY917cTeWayPJWl2SKpLFU7RWY0WKVjNZr2PagvhS2Xs/elWCzS5zAbJOUEsOsLi3bSGgCsbNjHjKUyfud9PJHn071Zs974Zfs5rSZPq+nESDk8KPYapVKJPoelG/lSstg2sxQdlmzke4ylMrJkPICnHCYS9vzO5uzrDgD65HV65Liw1wD4NcGuoWaTH69Gw16P2LH3pUWytDXfMQ5gn3t2Htn6GW6b/frVqp2+CPB5LDdXnB7J1pbyKE/NazbzZj0I7Dk5lONJWM2W/VitaveVRMCvlW774D1yuGhvc4msB60Of/uyv28nyjGLi4v0sWplzayzHulLPS0U7OTPXNY+XpsbG3Ssg/bIXJon4LHnJJ29fqdT/H1bnB7J0JRFTwo0W1tLeXt+vVw9MnHA4xKnR+Zpj+TXfatlr1W5LEvV5fMoVo8kS0K8HmmvSbxH8nl8UPrJlIiIiIiISAy6mRIREREREYlBN1MiIiIiIiIx6GZKREREREQkBt1MiYiIiIiIxBArzY+lyAA8rSaTyZj124ZZygZwtWpv3u7uullf3qrRsbrdrllnKTa+5JlMxk6YSbiDJ81trNv7UhjiKSPjJfuxIGOnPi3Mz9Oxbm/8uVnfy9lpSBsbO3Ssf/SIffzfS9IXfcrlslnf3bXTB+t1np7VbpM0KpKWw+aK7zk0dQg8yYalHvkS5Vi6EAmN86ZFrpO5xxJ59io8IaucmTbrR48cMetnzp6hY7HjlUywdCF+vLJZO92IrWG+1CN2LOk5AVDIs/Que7vYXAWAfN5ObtsniYWdNl+n5eY6zB45NcwTVHcSdp/a3d0268s7vN92O4fZI+19CQJ7zfNZ3yA9ssB75AjpkamMXV+YX6BjNatX7NdP2+dxZ+cyHevOex4x61dX7GTAbIqf+8LQwXpkq8HPPVt3MmRp6/b4drH1m80J33PyGXtObm/zNT+ZtDd6ImVfkxNley0GgPU1u+cFPfu9Tmvfvu4AYLg8Y9aP0B55lo41mifXKnkjUOnzvlZIk/c0sN9Ttci+A8BUmfVI/t54fNh+bHPffj/r7ZEF0iP37flymD1SP5kSERERERGJQTdTIiIiIiIiMehmSkREREREJAbdTImIiIiIiMSgmykREREREZEYdDMlIiIiIiISQ6xo9GTKjrEEgOmpKbM+0rpg1nd3eaT1GHmZfMaOAu6SGGKAxyl2u3bEZ7/F4x8TPTsSdnjYjnIEgMnZObPeIxGjvR6P5y4WS2a9PH3MrD82y4/x733ajpJ85932efzoR5+kY7EIXRa5W9mr0LFY1LgvjpdhkdIsUtsXvcn20YdtM4tPZjGxANBqtcx6u2Nv88jICB2LRdXOvWvNrGfLp+hYC+RjAepTduzr3h6PWR/b+5RZn52zr6FPdkfpWMvXls06u74aDR4hyx4bHeWvv79vr1UT4xMHHqtQsM9xNmN/9ECtztcwubl8PXKK9MhEe9Ws+3qkIx8XkEvbfaWbs9dCAGgnSI8k10rTc62wj5fw9cjpmYP1SLZdAP8Yg+lpOwL9jiM8sv1PP2lfw3fefsKsP/kk75HsIyy6pBdUPOtkecxevxOOHBdPKn2paK8hDRIpnXc8Zr2QtudFNsN7J/uYkE7H3i5fj8wG9jHLwn7fNDLs6ZFp+xg39u34+WtXztOxSkP2WLcctdf8fsuOvgeAq1evmvX5I/ZHlHS7/GMEeI+0rzvfdU97ZJn3tc22/T5wnPTIjq9Htu17gGzWPvaH2SP1kykREREREZEYdDMlIiIiIiISg26mREREREREYtDNlIiIiIiISAy6mRIREREREYkhVprfcIkn8hybtlNenn3WrtdrPE1jKGcnurFEs+kUT2GrF4+a9UKBpH8kefJMhySn+YwHdkLabmXHrPtC44opO81kjsT1fPrTl+lY983NmvXNzU2zXqvxFJ/19XWzXhq+3az7UnRYug9L+TvsBD4mm7XThVIpfimxfWF1lrIH8Lm/tmbPr7GxMTrW9JSd/DM/b+/jZ/61ne4DAI0F+xgfP26fr+FvfoCO1b94zaxvXPi8WX/ztJ2OBgCfTN9p1ut1O6Erm83Rsbpdlr7IvyfV6djHbH3Dvlbmj87TsRIJ+3VYfV9pfq8YX49MT9vpnrRH1nmaX5rMV7ZOZJI80q1I1grWIxMJPla7bV8rozk7HS5k98L1Hfu4+Nb1bNZO8xtJ2sfr039up6MBwMmjdsrg1uaWWa9V+XXHe6Q9X0Y86YeH2iP7fG0/qGyO9MjkwXtkMWtvc8Hz/qzVtNMM2bEvl3lq3tS0vR73u3YyYK9pz2EAQNtOAFw4ftysl4Z5j0yT/T937pxZZwmiALB4bNGss3UnR84vwFMpixk+vzode182SI885umRO207AZD3SJ6WeVD6yZSIiIiIiEgMupkSERERERGJQTdTIiIiIiIiMehmSkREREREJAbdTImIiIiIiMQQK81vqDh04OdU9+zUjF6Pp3y0SCrNaNlOs/OloE317ISddnvbrKc8hyaZTpr1zY0N+pzVrr2fLMWm37cTnwBgY91+HZruE/AUn4Vh+xg/8cTnzHoul6djXb1qJyJ950/Z6Su/8EM8YWZzy04TZIlEvmQnmmxF5ksuxxPdmA5JsQGAZNKeL2zu+/aFPbZHri/fWGmSQNh/r3191es88erZZ581692unax022/eRse6+3seMevVxXGzvrKyQscqdO0ksq0tO4mLpf4ABz/2ANAl1z07LsWinUIGAPfcfY9Zz73fTl06tXuFjiU3l69HNp3di6pVO7XO1yNTafsaHh09eI9Mo2nW2217LU6l7N4BAPnswXsku1Y6AVmnfD1yw04NZD0y8IyVLtjH8plPPmHWc3neP65cta/JRx991Kx3PAl85dYp+/Wz9jp9sWWvhQDQbLIeaT8n50k9PV6w19Z2jB652rTXw1g9smKv0755NEPeg5ZH7STiq1s8efMLB+yRJ27jPfKRR+weeZQk3a2sLNOx8s7e5vO79no0lObrUZBmx54f4y5Z3+L1yCNmvf0r9muc2r1Exzoo/WRKREREREQkBt1MiYiIiIiIxKCbKRERERERkRh0MyUiIiIiIhKDbqZERERERERi0M3U/9/enYRqnt1lHP+983Dve+dbdavqVtXtqnS6DZ2IoAhZiSYI7oS4cNjEYRchIYg7I25EAxnEIQYNKsQgaAgkZiG6MZtguknSjZ0eqqvT1d11h7rzfefRhdvnOfAebnU6+v0sz63/+U/nnN976oXnBQAAAIAMWdHoKS4iumximFMx1I2mjuWsFHVk4unhvu2r29VRqS42u2IiMSMiGg0dD25SVyPCP5eFBX2PqbjOTkdHWXbaur081fcYEfGdV3WM6s2bOmLz5OTU9uXecaOh77HR8MOv39Pvq9/X8b2p9+XigF3MuruPFBfjGeHjtl2Eq4uJjfDzxY0X97wiIvYPDmS7i2J2ccsREaenely89tprsj11j6Uv6EjYn/vd6/qAYdf29cSr35DtxwsflO3tto6tjvDxwak49VJJ/61c1u9xd3fP9nXr1m3ZvnNNP5cHDx7YvvCjM2+NvLrkY6AbDT2+CgW9fu4d69jqiHemRhazaqQ+z2zmO+u09ZrQNrVzOvHr98EDHWl98+a2bD880ZHSEf7nKJrms84Hrvi+Xnl1vhp5a8Hf4w+nLdlemuo48c0F/xMpJmE/Jhk1crms77E98/HY8/4USWHk1/zzQ/35aLmon8vOZs329cNH+vNG/+1nZftwwf/kxpPv0TVy6a7+uZmqeY8REd/+9guyfXV1VbZ3235MuhpZSf3kSFHPibL5rHOy73/yY7ija+HWtadk+2XWSL6ZAgAAAIAMbKYAAAAAIAObKQAAAADIwGYKAAAAADKwmQIAAACADFlpfu0Ln37i8r5cwkr31CfwnR/p9JVGXSfJuAShiIhKRd9qtaqTgtbW1m1fLtXs4sKnnHS7Ol3IJcolwk+i1dLJO+78V67qhJeIiONdnWbSM894ZlL2IiKuX78m2wcDHe9zfuETC3smkcgl4Lmkngg/9lx6VipJ0Z3HJVGluHtxyU4RPjXQJW6lEviceyaB78oVP45cGpNLnnz++edtXycnJ7L9zd/T4+vnP+Gf1zPPvF+2/8e3zmR7ag0ZDvU7dmtLRES1qtOd3DGDgV4PIiJ2dx/K9qd+VScVLb20ZPvC45WqkcsVvYauNfS7Pz7S8yHCr0f1hk7CaibG98ish1WT2re2vmb7cqlmbx37ddLVyIWZnqsnI58E3FrSNXLU0c8yVSN3H+p513TPeKLXvIiInQ09JxdnOmXx8DyVnDZvjfR17fqCfvauri0WfYJqx4zJYaJGurzKoUuWbfo02PFYn2cwmr9GFsyVuZTaVI28VtXX1b7Q68ELGTXy2paukc3msu3L1cj7P/iubF836ZoREbtD/TkgVSPL5YW5jimM/Yfj3d1d2f7URx9/jeSbKQAAAADIwGYKAAAAADKwmQIAAACADGymAAAAACADmykAAAAAyJCV5nfR9gkztYJOJFqq633btO8TeeoF3V4o6L4mE510FhFRq5lUrWpVtjeHx7avvZfv6etauWmPcQlxR8c6xWd1ZdX25VKU3DmeWPBJd6flDdleGeukoM5EP6+IiM3NTdn+L592KX/3bV8ugc+lV7kEo4iIqnnHLgEvlebn/pY6v7tml4CXOr97LgsLOhHHJRZG+PSstbX5xleqL3ePqeu6f1+Pi/MznerV++Pbtq/Sb75Htt+9oxO6Xn75ZdvXYmtRtrt7jPBjr9fT88sldEVEnJtkLzeO63W/tuLxStXIZbNWuLFSq+vaFRFRCF0kC0XdvlY4tX316zqJrFLR11Wf+JTBF1/U9XN93afkLpf1Orm/r/taTaSwuRrZHet1cqel51BERLGoa+RGPJLt+36ZjJ0tnapWm+r0Rze3I1I1Un8Oms38hRXKOqEtp0ZO3N8yamStqI+phE89nRV1bXE1crnqPx/1TF1bXdXjqx5+/e60dWqfqx+lRI183dbIc9l+6/Yt29cTmzoNtzrSdfWVRI3cMjWyPfNr2I1FnX7ZN8nR/Yl/xrW+PmZpdijbL7NG8s0UAAAAAGRgMwUAAAAAGdhMAQAAAEAGNlMAAAAAkIHNFAAAAABkYDMFAAAAABmyotEHfR/XWSjoSFYX7+riKiN8TLCL+BwMRrYvZ7HV0n9o+mjy7Rvvle0XJro4ImJvb0+2b27o2NXlROzr+kxHRLda+ll2OjreMyJiNtARo0cXLobZx1K6qFYXG140EfcREZWKjmodj3Xsaypq2/3NnSMVde3Gd+r8jouXHY38OG40GnNdV6ejY0dT53HHuJ8XiIgYDvU4ajZ17OrRkf5JgAj/LI+OdURy6n01Pq3PU/stHQO9vb1t+zo+0ed39xgRcXSkjxmYtc29x4iIsVlDR+bZu6htPH7pGmki0M38yqmRGyUdkTwY+rXlRm1ftq+Yn+lIjfvt7Z+U7f22j1N3NXLD1Mjb6358j8c6anxrWV9zqkYuj/QcPjb1/qzr5/C8NdJF3EdEVEyc+Xiso77LZd/XYlX/bTC4vBqZivp2V7Zc1O+xMvWfQ1yN7M50e6ej47QjIsamRo5HukZ2EjVyPNJrQqNhauTh/DXy2PzUTrJGNvVzqdf1dd3YvmH76pzqnwu4uaTHUUTE8ZFeE/pmDU3VyFpNfz4cmnXvMmsk30wBAAAAQAY2UwAAAACQgc0UAAAAAGRgMwUAAAAAGdhMAQAAAECGrDS/WejkmYhE0oY5pFrzaRouOa7X0ykfpZLfG/Z6OrHFpZD1TEpSRES1oq/5yhWdEBYRcefuHdnu0pimB6/ZvromgWRzc1O2Hxwc2L5cjk63q9Nq1tfXbU/uWU4nOrUulTAzmehEIje+XDJehE9Kcml+qbQYl8aUOmbe63L3nvqbu5cUd4xLuEkmzZmURTcmUu9+3mc8MOdIqf+NTi7b+J1r9pjTs1PZ3u36JLCmTUrSqU/T6fxrq0tfbGSMCVyOVI38wMJbsn2p8aZsf2PmU/MuJjrtrNvTdaVU1HMrYv4a6WpXRETF1khdoyIi7ty5K9vLIz3vdnd3bV9uDbuyqZMBUzWyaN6lm/fbiRpZHesk3um0rs+drJF6zXXL9FJBj5WIiJZJDexU9XWlasF2Xacc9mY+Na8/0+/LlfVJot67v7XKerxWiz5586Ki1++KGV+J8MWYjHWi3Gik51fq8+z8NdLfo1Nv6HF/44pPur53rtMEG30/v7YX9TU/qi3LdpfmHTF/jaxU9Dly8M0UAAAAAGRgMwUAAAAAGdhMAQAAAEAGNlMAAAAAkIHNFAAAAABkyErza9R1wklERMzOZbNLBHKJZhER5bK+vEZDJ8ykuPST0UgnrLjEvgifxHVycmyPqZlj6nV9L9u3btm+XJDO2DzjUsm/5pUVnWaysKATpFJJc4OBSVks62efSuCzfZn36NLkItLXrKTGZM455k3aSyUlzZty6J5XRDopat6+Us9fcetB6jzuvaTObceLmfcF0x4RsbK8ItsPHj2yx7jEra2rW7J9aJKdIiK6XZ2GZZOKxvONe1yedI3U49jXSN+XrZGp89u+9HrgaqRL7IvwNbJ76ufKUkPfi6uRt27dtn25JdQ947KpURERK8u6RjYXFmR7ZeZTDgsjnai3VtVry3kige98olMO16v6HkeJ9WBs1qmfqD2U7StVn2D6tgmOS9XIZkWfv2s+oqayc915RmZQuDkUEVGdzVe73RyK8HVquTRfimZERLOqP5/VinrsrYYfk7WC+Wwaur0wbdm+7q7refTokb+XiRmXd7aWZPte3687CwOd0tsY7Mn28VjP4Rx8MwUAAAAAGdhMAQAAAEAGNlMAAAAAkIHNFAAAAABkYDMFAAAAABnYTAEAAABAhqxo9Hoimrzf1xGMrj0Vt1wo6L2ei4GeTn2k9WSiY7ibTRNvWvFRji7Su9nUcZUREeORjsUcl3X7w5mOpYzwEZs9E528NvMR5K4vF8Ocijfd2tJxzy5a9/RMR7tGpGNBlVTMt7tm156K2nbXlYp5T/3tcUvFrLv7rFZ19GiqL/f83TFLSzr2NCLi4uJirus6OzuzfdVqeh4VV1dle+Xvj2xfzV/X13y1cMUe88aDB7I9FcfrdGY6At3Nr17PZBTjscurkfp9bZYObV+nZT0nRjO3TvkaWQ+9HtRbOmZ9v+/rXU6NXJmemM50FHO5lIihNvW219N1rZaokeWpPmbW1+tUz8SMR/ifRBiY6z099Wub+/mQWeh3nFUjI6dG6vUop0beLuvPCKlaVCnrOPNOUY9j9zkzImJxoqPpXS3am67bvkpmvF6r6fF1Utc1KiKi39ZzpVTV9e7sTNeOiIh6Ta9VrfKibF+oJT5TmJ/UKRSu2mMePHhDtrsaeb3h69pJX499XyP1s8/BN1MAAAAAkIHNFAAAAABkYDMFAAAAABnYTAEAAABABjZTAAAAAJAhK83PhMVERER/oJOKplOdCjMc+mQOl5jiEgALBX9h3a5OM3HJSmtra7av0Wi+pLkInzi2t7cr24tFn3LontnKyopsLy/5tLHaUF/XbKaf5c7ObdvX4qJOf3n49kPZnkphc+d3qT+ppCJ3jGtPJRW5VJhUupA7jzsmJ4HPpTG55xjhkwnrdZ3uk0rictfs5lfqGbtx5J59KiXK3ePe3p5sXzUpfxERa1/W7bWPbtpjJmbd+1DpP2X71et+rv5D8UnZ3jDvZTLp2r7wmCVrpF6/c2pkq6qPOSvp2lkv+trV6eq52jNzeCtRI0tjnZJVLvq17exMrwnHuzrNMJXm55LuVlf0/F5f9umi5bGuU8WCfi6tnffavlots7a98qz+9503bV/1kn5eC0V9vbuhPx9ERGwUdDLh2NSV0sSPo7XpuWyflv06XSyYZMLZ5dXIwczMu0SNHJn6UTM1cqvpr6tcM59BTaJcq6zrXUREZVHPveJYr/mJEOYojfR17e3pJEM3hyIi1tf1dVXNZ9MIv+71Tg9k+9WrvkYWCvr8jYZOckylU8+Lb6YAAAAAIAObKQAAAADIwGYKAAAAADKwmQIAAACADGymAAAAACADmykAAAAAyJAN1JamAAAJyUlEQVQVjT4a+8jGdlvHKbooy/HYRxNWKi6yUvdVKvlYylarZY7Rj6DT0XGRET7uuV6v2WN6PXeMjti8c/eO7Wtra0u2u4jo65NT29dLr+sYVRcvWqv5e/zi7+s43tPTt2R7KtK6XNbvJSca3f3NxWanrsuN41QE+bzR6CmVSmWudvccI/zYc3GhLm44wv9cgevL/fvUMcvLy7K92/UR4G49cu/r4kJHBKeua+NL/t1//FN6ft27p+//bz+l16mIiLU1PV6vPKPH93lNv188fpdbI/3PCLh5f7Wk69fpzI8JXyPN3O76n7bomBrZSNRIFxG9ZNapG3f0TwVE+BrZCn1d/b5f21754QPZPjLv5WrD14/+wX3Zvn+in2U/kdxcm7NG3ijryPKIiGlR1+7pUPfVS1zXu7VGVs3PBZTL+t9HREzq8/0USWGo53ZERLFs5pG5d18hI1ozfZ6Kiy3v+Xffbut5N53q93WeqpHmXnY2/eezlW0ddf7aPX3NkzP9UwkREbfNzzU8tbkg2//rEmsk30wBAAAAQAY2UwAAAACQgc0UAAAAAGRgMwUAAAAAGdhMAQAAAECGrDS/83OfDFK90CkjLlGt2WzavhqNhmzf29uV7esbG7avzc1N2b7UWpLt1ZpOfonwaTEuHS7CpwP2TcrfjalPSjp/SafjnZ3p1L6OuceIiK1N/czc+0q9+55JY+qa9pRU2pvi0nUi/Pua9xwReelC7hiXtJdK4HN/c/eSSjl0KWHVqh77qWfsEi5znr1LfXJpgouLi7YvN+9cKmXqutz43t/ft8d86Q/0ulOt/axs73R02leEf5fufbWWfDIgHq/UOtk2aVi+RuokqoiI9aaeX3t7x7L96rqva+WNm7Ldpfwt1/3a4ub9KKtG6nlXGvvktDdf/K5sPzvTddXdY0TEFfO5IqdGVit6/XZrS0qpNN//hafW77pJTh6Zc/hcvndvjVwr6aS5Wtk/l+FUp3KWG/oc7bGvH3PXyETtnpk3UBjqObSRGN/Trj6mapI33fVGRBRMKub+/oE9ZtMkAD59Q6f83b//uu3rR1kj+WYKAAAAADKwmQIAAACADGymAAAAACADmykAAAAAyMBmCgAAAAAyZKX5nZ7o1LiIiA/WdELYK6HTNLrdru2rZtJEPvThD8v2hQWfevTsn+tEnqFJ9ZqahJGIiONjnZR0dHhkj/m1T+hjNp/QiSWttSdtXy2Tznflik4Oc+loERG7uzoZ8TvPf1+2f/mPVm1fUTiUzS4hrZVKYTPjwqX+pBKEXIqRS35JvftUOt47IZXIpKTevUsXmjflL8Kn47nnlXpfq6t6jB0d6fmVmvfuXbr0rJz0w9S9XLR1cltjXJftqaQk975cetjy8rLtC49XqkZuVvR4GZqx1+v6pLdWQ6dRvT+jRv7r52/L9raZ229fco38yMf1ON68dUO21806ERGxtHR5NfLhQ10jn3vhv2V7peNTBifmuZSKukYutnyNHHf1eS6zRrrr+vGskfr+x6HX9YiIfl/PvXFHnyNZI6umRprExJwa2TU1slBMvXtXI91nML+GhOmrUPBj4qKtx3Gzrmtkq6rbIyJioN/luK3vpW7OkYNvpgAAAAAgA5spAAAAAMjAZgoAAAAAMrCZAgAAAIAMbKYAAAAAIAObKQAAAADIkBWNPh6P5v7bMy0d+Tt6+qdsX81mU7Z/6091NOPJyYntq91+S7YPR/p6UxHFLv4yFQl6eqqjcnPinr/5d++T7SsmCblU1vGmERFHhx3Zfny8pv/9sY4/j4g4OzuT7Ts7O7Ldvd+IiBPzvC4zdtVFj6ZicnNiZ93fXLxs6h5dzHxOzLvry0XLNhoN25c7j7v3VMT7vFHfqXnvuEjU1D2662qbaNeIiI31ddnuRljqXlz8vFtDWi0dm43HL1kjTc1ZXNDr4dNPP237smtoX5/j0esPbF/f/54eez+ONfLquo5Av3i4L9vLiRp5aOLcF3r6pwp2j3T8eUTE2Zm+R1cjo6HnfETE/VN9nsuskf/2Zzdle+rd/9LH7sv2nBr5tc9sy/ZUpPUvf/KhbC+aePDZ1Nf7y6yRnbGukRslPVdSNbLS1mPv2poe97tHB7Yvp1Yz0eRNP+98jdQ/ERIRsb4xX408Pb28Gpn6fDQvvpkCAAAAgAxspgAAAAAgA5spAAAAAMjAZgoAAAAAMrCZAgAAAIAMWWl+3V7P/q1mUlZu374t2//pczp9JCLi+Fin1ewf6ESiwWBg+5o3uW1kEowifJKNSxuLiPjHz17T5zf/3qWSREQMh3uy/bnnnpPtqXtx6TPj8Vi2p1J0XLKUS8SxNx8+ySaVtOe49zUcDmV7KnXInT8nqcjdY7nsp6V7X91uV7an3r27F/eOU9flnmXPrBX9vk4jivBpVO6YVIKSu//FxUXZ7u4jdV2p81+YpD+XtJfqy72v8zOdoJR693i8smrkLV0jv/o53R7ha+Qv/MYLsj1VI49Prsv2d6pG/vPndHJcTo38yMfekO3PPqtrZCp9sV7Xc3Jq1u/LrJFf++wt29er9/S7bLf9M3bcujOdvjM18uuf12M8p0b++xefku05NdKlvf3KJ9+e+7rWzXO53Bqp+/rGX73H9vWLv/0D2e5q1HDon1dOjWxf6Bq5tKTPn5pfbuy5pOnLrJF8MwUAAAAAGdhMAQAAAEAGNlMAAAAAkIHNFAAAAABkYDMFAAAAABmy0vxcwklExFf/Yke2j0Y6FebkRKfrRPhkFJfiY1Pjwqd0ubSY1D26Y1JJYC7NxCWTpPpyiUwuocwlrKS4JBmX8hfh34vra5S4R5f8495L6t27Y1L3Mm9fOSmD7hiXhBXh36VLBEq9e5dkk5Pk6I5x4ziVxOW4MeGSeiLmnxOp9+jevVsPIvz9Hx4eyvbUc3Hz/uxc3/9k7K8Lj1eqfnz9L+/Kdjcfc2rkVz6rk/lS6VXj8f+dGvmFP1yQ7bPZk7L9Mmtk6rm4+b20tCTbS8UL29e7tUZ+7TPbc/dlA3/fpTXyK39yVban0irdeHHXlbpHp1qtyvbBwNfIb/71e2W7G6vuev/3PLpGpeqqm/fumGLxztzn39jQnwN+5qcvr0byzRQAAAAAZGAzBQAAAAAZ2EwBAAAAQAY2UwAAAACQgc0UAAAAAGRgMwUAAAAAGQqpyMI7hffNn/cMAPixdH/2os5bhkSNBID/P1yN5JspAAAAAMjAZgoAAAAAMrCZAgAAAIAMbKYAAAAAIAObKQAAAADIkEzzAwAAAABofDMFAAAAABnYTAEAAABABjZTAAAAAJCBzRQAAAAAZGAzBQAAAAAZ2EwBAAAAQIb/AS47KFAZooFjAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x1080 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,15))\n",
"\n",
"plt.subplot(2,2,3)\n",
"plt.imshow(sobel2_norm, cmap =\"gray\")\n",
"plt.imshow(watershed2_img, alpha=0.5)\n",
"plt.title(\"Sobel VS Watershed image (imimposemin)\"),plt.axis('off')\n",
"\n",
"\n",
"\n",
"plt.subplot(2,2,4)\n",
"plt.imshow(sobel2_norm, cmap =\"gray\")\n",
"plt.imshow(watershed2_2_img, alpha=0.5)\n",
"plt.title(\"Sobel VS Watershed image (no imimposemin)\"),plt.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Analyzing these colorful images, background gray image is the gradient image, while colors in the foreground are the different segmented structures depending on the two different mask obtained. \n",
"\n",
"\n",
"**Watershed segmentation using imimposemin function** generates a really good segmentation. Previously, it has been explained that the selected parts to segment have been lungs, in this images it can be completly observed a difference between background (purple) and lungs (other colors). Besides, inside lungs there are different segmented parts that are defined by blue, green and yellow color. These three colors are three different segmentations inside lungs due to the different intensity values inside lungs.\n",
"\n",
"**Watershed segmentation without using imimposemin function** does not achieve any segmentation. This can be perfectly seen in our colorful images, where the segmentation colous are dispersed by all the picture not only lungs."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**• Discuss the differences between the two masks. Explain the reason for the gradient obtained in the\n",
"representation of the seedless mask, and what we achieved when we introduced it.**\n",
"\n",
"There are big differences between Watershed mask with imimposemin function (seed mask) and Watershed mask without it (seedless mask). \n",
"\n",
"When applying a binary mask into the gradient image the creation of a seed mask occurs. In this seed mask there is a selection of certain points (seeds) that are going to define the local minima of the image. Once these points are selected the watersheed algoritm is applied taking as reference these points. In this case, the image would act as a valley in which local minima points will be 'cover by water' while edges or local maxima points not. These dams will produce a segmentation between areas. Segmentation with this method is much better, it does not introduce oversegmentation. \n",
"\n",
"\n",
"However, if the method we apply is Watershed without seeds the final segmentation will be much more worse. This occurs because in this case, image contains several random local minima and a oversegmentation is produced because watershed will take all these points as reference points. As it can be seen in our images, this theory coincide with our results. Segmentation of lungs is not achieved and the resulting segmantation englobles all the image not only lungs. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**• Explain why we used the gradient image at the input of the watershed, and not the original image.**\n",
"\n",
"Input parameter to Watershed algorithm can be the Sobel/Gradient image directly or the image resulting from imimposemin funtion. These input parameters are used instead of the original image because it is needed to enhance borders of the image and extract edge strength. It is necessary because as explained before, this algorithm performs based on valleys (pixels that do not take part of edges) and edges (pixels with high values that belong to the edges of the object).\n",
"\n",
"If the original image is introduced, probably, algorithm did not segment properly the anatomical structures. In our case, if gradient/Sobel image is directly apply algorithm does not work properly neither because image has very low resolution and contrast.\n",
"\n",
"So the best option is to use imimposemin funtion that introduce a binary mask into the gradient/sobel image with the aim of obtaining local minima and compute a better algoritm.\n",
"\n",
"As it can be concluded from our images, previous explanation is correct. When applying sobel image into watershed function without applying imimposemin function, the segmentation is not properly done. Probably, if image had better contrast the result will be much more better."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**• Comment on the results obtained by introducing different numbers of seeds in different positions\n",
"of the image. Is there any other way to improve the quality of targeting?**\n",
"\n",
"\n",
"Project has been performed introducing 2 seeds to segmentate two different anatomical structures. The application of more seeds inside lungs could have been done; however, the best results were obtained while applying only 2 seeds (Probably because of the different intensities of gray inside the same lung). However, code is built in order to change this parameter and add more seeds if it is required. \n",
"\n",
"Besides, anatomical parts that are segmented are lungs because taking into account the quality of our image is the option with the best results. This conclusion has been reached once the segmentation of heart was tried; however, as gray level of heart is equal to gray level of sternum or ribs, segmentation is not well performed.\n",
"\n",
"Considering our images, there is not way to improve quality of targeting because one option was performing a smoothing filter before applying algorithm and it was useless. The only possible solution will be using an image with both, a better contrast and resolution."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"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": [
"variables_heart = WatershedExerciseP2(image_low, 1)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"img_heart = variables_heart[0]\n",
"sobel_norm_heart = variables_heart[1]\n",
"minlocal_img_heart = variables_heart[2]\n",
"watershed_img_heart = variables_heart[3]\n",
"watershed_2_img_heart = variables_heart[4]"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Text(0.5, 1.0, 'Points selected'), (-0.5, 59.5, 50.5, -0.5))"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,7))\n",
"\n",
"\n",
"plt.subplot(1,3,1)\n",
"plt.imshow(img_heart, cmap =\"gray\")\n",
"plt.title(\"Original image\"),plt.axis('off')\n",
"\n",
"\n",
"\n",
"plt.subplot(1,3,2)\n",
"plt.imshow(sobel_norm_heart, cmap =\"gray\")\n",
"plt.title(\"Sobel image\"),plt.axis('off')\n",
"\n",
"plt.subplot(1,3,3)\n",
"plt.imshow(minlocal_img_heart, cmap =\"gray\")\n",
"plt.title(\"Points selected\"),plt.axis('off')"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Text(0.5, 1.0, 'Watershed image (without local minimum)'),\n",
" (-0.5, 59.5, 50.5, -0.5))"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x1080 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,15))\n",
"\n",
"plt.subplot(1,2,1)\n",
"plt.imshow(watershed_img_heart, cmap =\"gray\")\n",
"plt.title(\"Watershed image (with local minimum)\"), plt.axis('off')\n",
"\n",
"plt.subplot(1,2,2)\n",
"plt.imshow(watershed_2_img_heart, cmap =\"gray\")\n",
"plt.title(\"Watershed image (without local minimum)\"), plt.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is easly seen how heart is not well-segmented because its gray values are not properly differentiated from other structures such as bones."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## References"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"• Medical Image Analysis slides: Chapter 4.2 \n",
"\n",
"• https://www.sciencedirect.com/topics/computer-science/watershed-segmentation\n",
"\n",
"• https://en.wikipedia.org/wiki/Watershed_(image_processing)\n",
"\n",
"• https://www.lpi.tel.uva.es/muitic/pim/docus/anisotropic_diffusion.pdf\n",
"\n",
"• https://www.researchgate.net/publication/220203882_A_diffusion_method_for_image_filtering_and_sharpening\n",
"\n",
"• https://en.wikipedia.org/wiki/Anisotropic_diffusion"
]
},
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"source": [
"## Contribution"
]
},
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"source": [
"Code has been done by three of us in different periodic meetings in which code has been created, improved, checked and modified. Regarding explanation of code and the creation of notebook Lucia is the person in charge of it."
]
}
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