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@yangyushi
Last active October 19, 2020 22:12
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "explore-xray.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"mount_file_id": "1fKqCSf3_EIbTEHSVNfepd_D8Wyqin27w",
"authorship_tag": "ABX9TyPwWx6Spmr1Bj2VbBM5eswC",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/yangyushi/fbf392ff9d90021a1428872e92d734d2/explore-xray.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kxLuKWZydagA"
},
"source": [
"# Explore DCM files inside a Google Drive\n",
"\n",
"## What is this notebook\n",
"\n",
"This notebook is hosted on colab, and it can directly load `dcm` images from google drive. I will load the data that is shared by Erika, and then perform some basic image analysis on one of the images.\n",
"\n",
"To load the data, you need to have a Google account and copy the folder shared by Erika as a shortcut in your own Google drive. In this case, I stored the short in my drive with path\n",
"\n",
"```\n",
"Zebrafish/Data shared Ireland\n",
"```\n",
"\n",
"## Libraries\n",
"\n",
"We will use several packages that colab already provided such as `numpy`, `matplotlib`, and `scipy`. Additionally, I installed a package `pydicom` in order to load the `.dcm` images directly. The following code block would import all the libraries."
]
},
{
"cell_type": "code",
"metadata": {
"id": "0NEaAu5gAGeb"
},
"source": [
"!pip install pydicom &> /dev/null\n",
"from tqdm import tqdm\n",
"import os\n",
"import numpy as np\n",
"import matplotlib as mpl\n",
"from skimage import filters\n",
"mpl.rcParams['font.family'] = 'serif'\n",
"mpl.rcParams['font.size'] = 14\n",
"import matplotlib.pyplot as plt\n",
"from scipy import ndimage, stats\n",
"import pydicom"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "tId8rWouh--A"
},
"source": [
"## Load an image\n",
"\n",
"Now I will select the image `EI20200218101441.dcm` in the folder `Xray 2020 march`. I will load it with `pydicom` and convert it to a `numpy` array."
]
},
{
"cell_type": "code",
"metadata": {
"id": "NzlVY7z-_F6r"
},
"source": [
"root = \"drive/My Drive/Zebrafish/DATA shared Ireland\"\n",
"img_path = os.path.join(root, \"Xray 2020 march\", \"I20200224181202.dcm\")\n",
"img_dcm = pydicom.dcmread(img_path)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "yhGIcb6y_GRZ",
"outputId": "ca73922f-8b48-4020-feb1-7f994493a4e9",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 413
}
},
"source": [
"img = img_dcm.pixel_array\n",
"img = img.max() - img\n",
"# I typically zoom down the image to make the processing faster\n",
"# In this case, both axes were 4x smaller, so the image is 16x smaller\n",
"img = img[::4, ::4]\n",
"img = img.astype(float)\n",
"img = img / img.mean(axis=0)[np.newaxis, :] * 255\n",
"plt.imshow(img, cmap='gray')\n",
"plt.colorbar()\n",
"plt.gcf().set_size_inches(10, 7)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 720x504 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "pW6OUhLfjDLp"
},
"source": [
"## Basic Image Processing\n",
"\n",
"I will perform some basic image processing such as the morphological operations and binarisation.\n",
"\n",
"Here I use the famous [Otsu's threshold](https://en.wikipedia.org/wiki/Otsu%27s_method) to separate the dark background and the fish. Otsu's threshold works very well if there is a well-separated background.\n",
"\n",
"As a start, I will take a look at the distribution of the pixel values."
]
},
{
"cell_type": "code",
"metadata": {
"id": "p1SWwGUaBNnh",
"outputId": "717a9d00-beb9-40eb-da65-355c3980f5f7",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 277
}
},
"source": [
"# Use the function from scikit-learn to find\n",
"# the best threshold automatically\n",
"threshold = filters.threshold_otsu(img)\n",
"threshold = 265\n",
"\n",
"# The following code is for plotting only\n",
"# You can Ignore them safely\n",
"plt.hist(img.ravel(), bins=250, density=True, color='tomato')\n",
"plt.plot((threshold, threshold), (0, 1), color='k', ls='--')\n",
"plt.text(\n",
" threshold * 1.1,\n",
" np.histogram(img.ravel(), density=True)[0].max(),\n",
" \"Otsu's threshold (Automatic)\"\n",
")\n",
"plt.gca().set_yscale('log')\n",
"plt.xlabel('Pixel Intensity')\n",
"plt.ylabel('PDF')\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gpRTFYHsmkXZ"
},
"source": [
"With the Otsu's threshold, we separated the dark background and the fish.\n",
"\n",
"This step is essential for further automatic calculation"
]
},
{
"cell_type": "code",
"metadata": {
"id": "gb9cY8ikl5-o",
"outputId": "30855e05-298f-4626-94c0-5f8f95ec4327",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 369
}
},
"source": [
"binary = img.copy().astype(np.float64)\n",
"binary[img < threshold] = 0\n",
"plt.subplot(121).imshow(binary, cmap='gray')\n",
"plt.subplot(122).imshow(binary[550:750, 600:800], cmap='gray')\n",
"plt.gcf().set_size_inches(12, 5)\n",
"plt.tight_layout()\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2rYbGVhir8LG"
},
"source": [
"## Locate the vetebra\n",
"\n",
"The vetebra looks \"like\" a bright circle with a dark centre (you have to try hard to find the similarity). I will construct a template and find this feature.\n",
"\n",
"I wrote my own function `draw_disk` to draw a disk, and I used the package `numba` to make it faster.\n",
"\n",
"The following syntax\n",
"\n",
"```\n",
"@njit\n",
"def foobar():\n",
" ...\n",
"```\n",
"\n",
"is the way to use `numba` for acceleration. Don't worry about the meaning of `@njit` and think of it as a magic spell for now."
]
},
{
"cell_type": "code",
"metadata": {
"id": "hY-JDteYruIr",
"outputId": "fe61d7a6-7e46-45e0-d1a9-a3b24fd96dd0",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 264
}
},
"source": [
"from numba import njit\n",
"\n",
"@njit\n",
"def draw_disk(canvas, r, c, val=1):\n",
" r2 = r * r\n",
" for row in range(canvas.shape[0]):\n",
" for col in range(canvas.shape[1]):\n",
" if (row - c)**2 + (col - c)**2 < r2:\n",
" canvas[row, col] = val\n",
"\n",
"# The only parameter, means the (rough) size of the vertebra\n",
"v_size = 20\n",
"\n",
"r0 = v_size // 8\n",
"r1 = v_size // 2\n",
"template = np.zeros((2 * r1 + 1, 2 * r1 + 1))\n",
"draw_disk(template, r1, r1, 1)\n",
"draw_disk(template, r0, r1, -1)\n",
"\n",
"plt.imshow(template)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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O/yo9DK3NUVXPAmcnWbnYYxvFHNcDcHWSTyf5fPd/3InXc+2Uw0z0HQNHsZ7DMnJzVW1PsgLYmmRfVW1d6kH1NNfvae/SDKe3R4AtVbUnySXA3cBye8t3cO2UJLOunTLLMgkHTfodw7zXc1guqmp793MaeJTBGhfL3TH1e6qqnVW1p2s+DFzQBfmyMOLaKYeZ9GDYBpyR5PiufXDdh+UoyZlJrhzatBZ4fqnGM0YH1+bonjE8XVXL9W6BJDcOrUa2FtjVBfnEO5q1U37h60z6BKckvw38IbAH+Nly/lQiyenAV4B/Y5DcvwR8sqr+b0kHdhSSXAD8CfA7wG3Al7pdm4AfAu8A/moZfSox2/VsBN4J7GSwhMCtVfX4kg1ynrq1Ux5hsHYKHFo75VvAzQy+sbwG+OyRPpWY+GCQtPgm/a2EpCVgMEhqGAySGgaDpIbBIKlhMEhqGAySGv8PTN3hmLYRnlAAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "uTq9hdaN2AWm"
},
"source": [
"Now I will calculate the cross-correlation between the binary image and the template."
]
},
{
"cell_type": "code",
"metadata": {
"id": "0PUgOn3jr7W0",
"outputId": "b1b75346-67a7-43f2-99a2-f1ff06330dc1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 471
}
},
"source": [
"# Calculate the cross-correlation\n",
"# The similarity between fish and template\n",
"cc = ndimage.correlate(\n",
" binary - binary[binary > 0].mean(), template\n",
")\n",
"cc[cc < 0] = 0 # remove not-similar pixels\n",
"\n",
"plt.title('Cross-Correlation')\n",
"plt.imshow(cc)\n",
"plt.colorbar()\n",
"plt.gcf().set_size_inches(10, 8)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TORTuJ5Q2fVg"
},
"source": [
"By calculating the cross-correlation, we removed a lot of unncessary parts of the fish. The result looks promising.\n",
"\n",
"\n",
"## Remove the belly\n",
"\n",
"\n",
"Notice the belly have a quite even distribution while the other parts are composed of scatters. We can remove the belly by calculate the cross-correlation with another template.\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "6bE3Mk6T3txz",
"outputId": "95473e54-f19f-4509-b6e8-d25919c699b4",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 268
}
},
"source": [
"r0 = v_size // 2\n",
"r1 = v_size // 2 + v_size // 8\n",
"template_2 = np.ones((2 * r1 + 1, 2 * r1 + 1)) * -1\n",
"draw_disk(template_2, r0, r1, 1)\n",
"plt.imshow(template_2)\n",
"plt.colorbar()\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "8vskFji44zOW",
"outputId": "7ffbccc0-bd33-4847-8826-005022729c54",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 479
}
},
"source": [
"cc_2 = ndimage.correlate(\n",
" cc, template_2\n",
")\n",
"cc_2[cc_2 < cc_2.mean()] = 0\n",
"plt.title('Cross-Correlation')\n",
"plt.imshow(cc_2, cmap='viridis')\n",
"plt.colorbar()\n",
"plt.gcf().set_size_inches(10, 8)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NeWmiq31_-J1"
},
"source": [
"The above figure looks very nice. I will locate the bright spots using the following code. This is the standard algorithm that physists use to track colloidal particles.\n",
"\n",
"What I obtained in the end are the red crosses."
]
},
{
"cell_type": "code",
"metadata": {
"id": "t2r7FYAd5MjD",
"outputId": "1331580c-8be7-479f-fcf3-edd9b99a092a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 485
}
},
"source": [
"maxima_img = ndimage.maximum_filter(cc_2, size=v_size//2) == cc_2\n",
"maxima_img[cc_2 < cc_2[cc_2 > 0].mean()] = 0\n",
"local_maxima = np.array(np.where(maxima_img > 0))\n",
"\n",
"plt.imshow(img, cmap='gray')\n",
"plt.scatter(local_maxima[1], local_maxima[0], color='tomato', marker='+', s=100)\n",
"plt.gcf().set_size_inches(10, 8)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "FzOhHac3AQH_"
},
"source": [
"## Find out markers on the spine\n",
"\n",
"Now I will generate some feature values for every makrer. Since all the markers on the spine should look similar to each other, these markers would \"cluster\" in the features space.\n",
"\n",
"\n",
"When I talk about the \"features\" of a marker, they should be invariant under rotation. The statistical descriptors of the intensity distribution (mean, std, skew, kurtosis) is suitable in this case."
]
},
{
"cell_type": "code",
"metadata": {
"id": "kENM7X3WAWmm"
},
"source": [
"from sklearn.cluster import DBSCAN\n",
"\n",
"\n",
"def get_local_feature(image, xy, win_size):\n",
" \"\"\"\n",
" Calculate statistical descriptors of the local intensity distribution\n",
"\n",
" Args:\n",
" xy (np.array): the central location to perform the analysis \n",
" win_size (int): the window size of the local area\n",
"\n",
" Return:\n",
" tuple: the mean, std, skewness and kurtosis of the local\n",
" intensity distribution\n",
" \"\"\"\n",
" x, y = xy.astype(int)\n",
" half = win_size // 2\n",
" residual = win_size % 2\n",
" box = (\n",
" slice(x - half - residual, x + half, 1),\n",
" slice(y - half - residual, y + half, 1)\n",
" )\n",
" sub_image = image[box]\n",
" stat_result = stats.describe(sub_image.ravel())[2:]\n",
" return stat_result\n"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "Dv-l_OVkJIBh"
},
"source": [
"I measured the local features of each maximum (cross) and the visualised their distribution on the first 2 major components (from PCA).\n",
"\n",
"The good markers clustere in the features space as cluster #0, as expected!\n",
"\n",
"I used the DBSCAN to obtained different clusters. There are two parameters in this algorithm but changing them won't affect the result significantly."
]
},
{
"cell_type": "code",
"metadata": {
"id": "SewwN03fRmhY",
"outputId": "55dcc50f-b0e3-42d2-c2c3-7695c548a703",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 386
}
},
"source": [
"features = np.array([ # shape (n, 6)\n",
" get_local_feature(binary, maximum, v_size * 3) for maximum in local_maxima.T\n",
"])\n",
"\n",
"f = (features - features.mean(0)) / features.std(0)\n",
"# find connected clusters \n",
"db = DBSCAN(eps=1, min_samples=4).fit(f)\n",
"\n",
"# The following code plotted the result on the PCA axes\n",
"# Ignore them for now\n",
"cov = f.T @ f\n",
"u, s, vh = np.linalg.svd(cov)\n",
"f_reduced = u[:, :2].T @ f.T\n",
"plt.scatter(*f_reduced, color='teal', facecolor='none')\n",
"\n",
"for label_val in set(db.labels_):\n",
" if label_val >= 0:\n",
" chosen = f_reduced[:, db.labels_ == label_val]\n",
" plt.scatter(*chosen, marker='+')\n",
" plt.text(\n",
" *chosen.mean(1), f'#{label_val}',\n",
" bbox=dict(boxstyle='round', fc=\"w\", ec=\"k\", alpha=0.8)\n",
" )\n",
"plt.xlabel('Principle Axis #1')\n",
"plt.ylabel('Principle Axis #2')\n",
"plt.gcf().set_size_inches(6, 6)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "r34DUi5OKwTd"
},
"source": [
"The picture below shows the markers corresponding to the biggest cluster.\n",
"\n",
"We got rid of quite a few unwanted markers."
]
},
{
"cell_type": "code",
"metadata": {
"id": "niIfSRO3Tn16",
"outputId": "ddbce1b4-0f1f-4fe6-d725-736c3d6f6207",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 485
}
},
"source": [
"# Find all the features points that belongs to a cluster\n",
"# Those who are separated totally were labelled as 0\n",
"valid_labels = db.labels_[db.labels_ >= 0]\n",
"# Remove all the duplicated labels, so\n",
"# (1, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3) -> (1, 2, 3)\n",
"valid_labels = list(set(db.labels_[db.labels_ >= 0]))\n",
"# count the number of each labels\n",
"label_counts = [\n",
" np.sum(db.labels_ == val) for val in valid_labels\n",
"]\n",
"# Choose the label that with maximum counts\n",
"chosen_label = valid_labels[np.argmax(label_counts)]\n",
"local_maxima_refined = local_maxima[:, db.labels_ == chosen_label]\n",
"#local_maxima_refined = local_maxima\n",
"\n",
"# The following code is just for illustration\n",
"# Ignore them\n",
"plt.imshow(img, cmap='gray')\n",
"plt.scatter(\n",
" local_maxima[1], local_maxima[0],\n",
" color='tomato', marker='o', s=100, facecolor='none',\n",
" label='All the maxima'\n",
")\n",
"plt.scatter(\n",
" local_maxima_refined[1], local_maxima_refined[0],\n",
" color='w', marker='+', s=160,\n",
" label='Largest cluster in the feature space'\n",
")\n",
"plt.legend()\n",
"plt.gcf().set_size_inches(10, 8)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qOsDeDLddKwZ"
},
"source": [
"## Extract the Spine\n",
"\n",
"\n",
"### Rotate the features\n",
"\n",
"\n",
"I rotated the features so that the x-axis is the longest axis. I call the rotated result **canonical features** because it sounds very intimidating."
]
},
{
"cell_type": "code",
"metadata": {
"id": "TZj2dEtFs67g"
},
"source": [
"def profile_poly(image, src, dst, parameters, linewidth=1, method=np.mean):\n",
" \"\"\"\n",
" Return the intensity profile of an image measure alogn a\n",
" polymonial curve.\n",
" \n",
" The polynomial is measured in the X-Y coordinates of the image.\n",
" (not the row-column order)\n",
" \n",
" Args:\n",
" image (np.ndarray): a 2d image shape (x, y).\n",
" src (array_like): the start point (x, y) of the curve, shape (2, ).\n",
" dst (array_like): the end point (x, y) of the curve, shape (2, ).\n",
" parameters (array_like): the coefficient of the polynomial curve.\n",
" Its length is used as the order of the polynomial fit\n",
" linewidth (int): the width of the scan\n",
" \"\"\"\n",
" order = len(parameters) - 1\n",
" par_der = [ # parameters of the derivative\n",
" (order - i) * p for i, p in enumerate(parameters[:-1])\n",
" ]\n",
" \n",
" src = np.asarray(src, dtype=float)\n",
" dst = np.asarray(dst, dtype=float)\n",
" d_x, d_y = dst - src\n",
" length = int(np.ceil(np.hypot(d_x, d_y) + 1))\n",
" \n",
" line_x = np.linspace(src[0], dst[0], length)\n",
" line_y = np.polyval(parameters, line_x)\n",
" \n",
" theta = np.arctan(np.polyval(par_der, line_x))\n",
" \n",
" width_x = (linewidth - 1) * np.sin(theta) / 2\n",
" width_y = - (linewidth - 1) * np.cos(theta) / 2\n",
" \n",
" prep_x = np.stack([\n",
" np.linspace(x - wx, x + wx, linewidth) for x, wx in zip(line_x, width_x)\n",
" ]) # (length, linewidth)\n",
" \n",
" prep_y = np.stack([\n",
" np.linspace(y - wy, y + wy, linewidth) for y, wy in zip(line_y, width_y)\n",
" ]) # (length, linewidth)\n",
" \n",
" prep_lines = np.stack([prep_x, prep_y])\n",
" \n",
" # shape (n_pixels, width)\n",
" pixels = ndimage.map_coordinates(image.T, prep_lines, order=2)\n",
" \n",
" return method(pixels, axis=1)\n",
"\n",
"\n",
"def measure_asymmetry(pixels, axis):\n",
" \"\"\"\n",
" measure intensity symmetry along axis\n",
"\n",
" Args:\n",
" pixels (np.array): shape (length, width)\n",
" \"\"\"\n",
" l, w = pixels.shape\n",
" c = w // 2 - w % 2 + 1\n",
" left = pixels[:, :c] \n",
" right = pixels[:, c+1:]\n",
" diff = left - right[:, ::-1]\n",
" return np.abs(diff.mean(axis)).mean() - pixels.mean()\n",
"\n",
"\n",
"def get_feature_cost(image, features, size, deg=4, axis=0):\n",
" \"\"\"\n",
" Args:\n",
" image (np.array): image\n",
" features (np.array): 2, n\n",
" size (int): the width of the profile\n",
" deg (int): for poly\n",
" axis (int): along axis which to measure\n",
" \"\"\"\n",
" poly_par = np.polyfit(*features, deg=deg)\n",
" src_idx = np.argmin(features[axis])\n",
" dst_idx = np.argmax(features[axis])\n",
" cost = profile_poly(\n",
" image, features[:, src_idx], features[:, dst_idx],\n",
" poly_par,\n",
" linewidth=size - size % 2 + 1,\n",
" method=measure_symmetry\n",
" )\n",
" return cost\n",
"\n",
"\n",
"def get_feature_profile(image, features, size, deg=4, axis=0):\n",
" \"\"\"\n",
" Args:\n",
" image (np.array): image\n",
" features (np.array): 2, n\n",
" size (int): the width of the profile\n",
" deg (int): for poly\n",
" axis (int): along axis which to measure\n",
" \"\"\"\n",
" poly_par = np.polyfit(*features, deg=deg)\n",
" src_idx = np.argmin(features[axis])\n",
" dst_idx = np.argmax(features[axis])\n",
" profile = profile_poly(\n",
" image, features[:, src_idx], features[:, dst_idx],\n",
" poly_par,\n",
" linewidth=size - size % 2 + 1,\n",
" method=lambda x, axis: x\n",
" )\n",
" return profile\n",
" \n",
"\n",
"def get_poly_profile(image, src, dst, poly_par, size):\n",
" \"\"\"\n",
" Args:\n",
" image (np.array): image\n",
" size (int): the width of the profile\n",
" axis (int): along axis which to measure\n",
" \"\"\"\n",
" profile = profile_poly(\n",
" image, src, dst, poly_par,\n",
" linewidth=size - size % 2 + 1,\n",
" method=lambda x, axis: x\n",
" )\n",
" return profile"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "_ER7_iQ_tYku",
"outputId": "c34f5489-e2a9-4243-9af7-036b269f29e3",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 466
}
},
"source": [
"lmr = np.flip(local_maxima_refined, axis=0)\n",
"\n",
"poly_degree = 8\n",
"\n",
"poly_par_0 = np.polyfit(\n",
" *lmr, deg=poly_degree\n",
")\n",
"tmp_x = np.linspace(\n",
" lmr[0].min(), lmr[0].max(), 1000\n",
")\n",
"tmp_y = np.polyval(poly_par_0, tmp_x)\n",
"\n",
"plt.imshow(img, cmap='gray')\n",
"plt.scatter(\n",
" *lmr,\n",
" color='w', marker='+', s=160,\n",
" label='Largest cluster in the feature space'\n",
")\n",
"plt.plot(tmp_x, tmp_y, color='tomato', label='polynomial fit')\n",
"plt.legend()\n",
"plt.gcf().set_size_inches(10, 8)\n",
"plt.axis('off')\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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