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@XinyueZ
Created August 28, 2022 14:40
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Image Reduction with K-Means.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Image Reduction with K-Means.ipynb",
"provenance": [],
"toc_visible": true,
"collapsed_sections": [],
"authorship_tag": "ABX9TyMgFatQRm4Ao/vgLbLYrk9U",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/XinyueZ/b64b2e666d51737b52c30b980ff4ff00/image-reduction-with-k-means.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"Image Reduction with K-Means\n",
"====\n",
"\n",
"Use K-Means to find centroids that represent all clusters.\n",
"\n",
"Replace the value of color channels of images with cluster representations(centroids).\n",
"\n",
"***Goal***: Reduction of images, save the information needed to transfer large objects, such as images, and avoid unit-by-unit or pixel-by-pixel.\n",
"\n",
"Details of K-Means https://en.wikipedia.org/wiki/K-means_clustering\n",
"\n",
"**Notice**: We use sklearn, so the interpretation of the algorithm is based on the output of sklearn, and although this does not represent the full extent of K-Means, it is sufficient to explain everyday work.\n",
"\n",
"-----\n",
"\n",
"Additional reading is PCA([Principal Component Analysis](https://teetracker.medium.com/dimensionality-reduction-of-image-with-pca-3e0375a68508)) which is a more general unsupervised learning method and is used in many fields of Dimensionality Reduction. Similarly the Autoencoder is very challenging as a deep learning method."
],
"metadata": {
"id": "rNp1H5rQtQWd"
}
},
{
"cell_type": "markdown",
"source": [
"# Imprint\n",
" \n",
"\n",
"Contact: chris.at.de@gmail.com\n",
"\n",
"I am an ML advocate and enthusiastic developer. Please share this notebook for growing skill purpose.\n",
"\n",
"When you are so interesting in ML and AI like me, please conntact me, let's exchange knowledge."
],
"metadata": {
"id": "L-zhb_cgImss"
}
},
{
"cell_type": "markdown",
"source": [
"# Lab"
],
"metadata": {
"id": "OBoVpTXP6ths"
}
},
{
"cell_type": "code",
"source": [
"SELECT_CLUSTER = 6"
],
"metadata": {
"id": "tT0HdcONwL2t"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "mUK4V_2otPPW"
},
"outputs": [],
"source": [
"import cv2\n",
"import sklearn\n",
"import pathlib\n",
"import numpy as np\n",
"\n",
"from google.colab import files\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.image as mpimg\n",
"from IPython.display import Image"
]
},
{
"cell_type": "code",
"source": [
"plt.rcParams[\"figure.figsize\"]=[8,8]"
],
"metadata": {
"id": "wqT793fSyHAO"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"### Upload image"
],
"metadata": {
"id": "sufVX4YE1vUl"
}
},
{
"cell_type": "code",
"source": [
"def upload_file():\n",
" uploaded = files.upload()\n",
"\n",
" for fn in uploaded.keys():\n",
" image = cv2.imread(fn)\n",
" image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
" return image"
],
"metadata": {
"id": "AOnMaDDhuA5Y"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"image = upload_file()"
],
"metadata": {
"colab": {
"resources": {
"http://localhost:8080/nbextensions/google.colab/files.js": {
"data": "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",
"ok": true,
"headers": [
[
"content-type",
"application/javascript"
]
],
"status": 200,
"status_text": ""
}
},
"base_uri": "https://localhost:8080/",
"height": 73
},
"id": "TMCFbuwYvGt1",
"outputId": "f732d428-4177-40a4-c9e2-f4a72b17bd0f"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"\n",
" <input type=\"file\" id=\"files-d14f15e7-c561-48fe-9933-f0462f6cd69d\" name=\"files[]\" multiple disabled\n",
" style=\"border:none\" />\n",
" <output id=\"result-d14f15e7-c561-48fe-9933-f0462f6cd69d\">\n",
" Upload widget is only available when the cell has been executed in the\n",
" current browser session. Please rerun this cell to enable.\n",
" </output>\n",
" <script src=\"/nbextensions/google.colab/files.js\"></script> "
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Saving Screenshot 2022-08-28 at 14.32.17.png to Screenshot 2022-08-28 at 14.32.17 (5).png\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"### Peer upload image "
],
"metadata": {
"id": "xhK4mJ_k1gj8"
}
},
{
"cell_type": "code",
"source": [
"def plot_image(image):\n",
" plt.axis(\"off\")\n",
" plt.imshow(image)\n",
" plt.show()"
],
"metadata": {
"id": "JCXbHzGG1sXb"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"plot_image(image)"
],
"metadata": {
"id": "MVC96PqC1tjF",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 466
},
"outputId": "6549c2c9-5360-46db-c053-243da6860166"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"def plot_image_intensity(image_np):\n",
" '''\n",
" Plot histogram of RGB intensities. \n",
" image_np: np-array representing image.\n",
" '''\n",
" fig = plt.figure(figsize=(20, 2.5))\n",
"\n",
" ax0 = fig.add_subplot(141)\n",
" axs = [fig.add_subplot(142), fig.add_subplot(143), fig.add_subplot(144)]\n",
"\n",
" intensity_range = np.array([x for x in range(256)])\n",
" color = ('blue', 'green', 'red')\n",
" histr_list = []\n",
"\n",
" for i, col in enumerate(color):\n",
" histr = cv2.calcHist(image_np, [i], None, [256], [0, 256])\n",
" histr_list.append(histr)\n",
" ax0.plot(intensity_range, histr, color=col)\n",
" plt.xlim([0, 256]) \n",
"\n",
" for i, h in enumerate(histr_list):\n",
" axs[i].plot(intensity_range, h, color=color[i])\n",
" plt.xlim([0, 256])\n",
"\n",
" plt.show()"
],
"metadata": {
"id": "HFoq0KmAyjEx"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"plot_image_intensity(image)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 174
},
"id": "wHd-wS3zy4hs",
"outputId": "26d1ecc1-5f0b-4985-cc04-cffc672cdcd3"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x180 with 4 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"### Process of K-Means\n",
"\n",
"- Start by a random initial point (we will use kmeans++ as default for init points).\n",
"\n",
"- For the second pick, instead of getting it randomly, we’re going to prioritize far away points by assigning a probability of the distance of each point squared, over the sum of all the distances squared for each point from that initial centroid.\n",
"\n",
"Details: https://en.wikipedia.org/wiki/K-means_clustering\n",
" "
],
"metadata": {
"id": "dzw5diPT5FvU"
}
},
{
"cell_type": "markdown",
"source": [
"### Flatten image \n",
"\n",
"\n",
"Image is a 2-dim array with color channels(general three or four), ie. (32,32,3).\n",
"\n",
"Our goal for using K-Means is to find centroids of each cluster. The centroid should be represented by a scalar (single number) or a high-dimensional vector.\n",
"\n",
"A quite natural idea coming up is to move the color channel to be the primitive representation of data, in other word is to say that **a data-point is represented by a vector**.\n",
"\n",
"Imagine an array or a list of 3-dim vectors."
],
"metadata": {
"id": "gT-cvhHMzg9i"
}
},
{
"cell_type": "code",
"source": [
"image.shape"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "JQK2T3OL3EeR",
"outputId": "4fac5d15-43dd-4c2b-f633-c6eae7c307b0"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(197, 192, 3)"
]
},
"metadata": {},
"execution_count": 126
}
]
},
{
"cell_type": "code",
"source": [
"image_flatten = image.reshape(-1,3)\n",
"image_flatten.shape"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "A69lZixM1U-9",
"outputId": "6867479d-37b1-4af6-8e68-88160f5223fd"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(37824, 3)"
]
},
"metadata": {},
"execution_count": 127
}
]
},
{
"cell_type": "markdown",
"source": [
"#### Find centroids `image_flatten`\n",
"\n",
"Now the image has been flattened into an array with contents of 3-dim vectors. Comparing with array of scalar this array has just additional information, the logical of getting centroid must be the same internally (via scikit-learn package).\n",
"\n",
"We will use this array to find out the centroids."
],
"metadata": {
"id": "8H8T-I9e3HxD"
}
},
{
"cell_type": "markdown",
"source": [
"### Metric selection\n",
"\n",
"There are two metrics that support us to select \"K\":"
],
"metadata": {
"id": "CTtBSlVt34tj"
}
},
{
"cell_type": "markdown",
"source": [
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)\n",
"\n",
"\n",
"\n",
"------------------\n",
"\n",
"\n",
"\n",
"\n",
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)"
],
"metadata": {
"id": "H1tiBHto4b3H"
}
},
{
"cell_type": "markdown",
"source": [
"#### How to use?\n",
"\n",
"**Inertia** will always increase as more members are added to each cluster. But this will not be the case withdistortion, since it’ll work by taking that average.\n",
"\n",
"When the similarity of points in the cluster is more important, you should use **Distortion**. And if you’re more concerned that clusters have similar numbers of points, then you should use inertia."
],
"metadata": {
"id": "OZvpeJab4i5W"
}
},
{
"cell_type": "markdown",
"source": [
"#### Inertia Vs. Distortion\n",
"\n",
"Both Inertia and Distortion are measures of entropy per-cluster.\n",
"\n",
"Inertia will always increase as more members are added to each cluster, while this will not be the case with distortion.\n",
"\n",
"When the similarity of the points in the cluster are very relevant, you should use distortion and if you are more concerned that clusters should have a similar number of points, then you should use inertia.\n",
"\n",
"We'll plot both against selection of `n_clusters`."
],
"metadata": {
"id": "mN42jg_C9ikS"
}
},
{
"cell_type": "code",
"source": [
"from sklearn.cluster import KMeans\n",
"\n",
"def fit_KMeans(n_clusters, n_seed=123):\n",
" kmeans = KMeans(n_clusters, random_state=n_seed)\n",
" kmeans.fit(image_flatten)\n",
"\n",
" return kmeans"
],
"metadata": {
"id": "I269gKdh6_hx"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"##### Try K-Means with different clusters"
],
"metadata": {
"id": "0K5Zxzcr_Jz3"
}
},
{
"cell_type": "code",
"source": [
"n_min = 1\n",
"n_max = 10\n",
"n_clusters_list = list(range(n_min, n_max+1))\n",
"\n",
"results = [fit_KMeans(n_clusters) for n_clusters in n_clusters_list]\n",
"\n",
"inertia_list = list(map(lambda x: x.inertia_, results))\n",
"distortion_list = list(map(lambda x: x.inertia_// len(image_flatten), results))"
],
"metadata": {
"id": "-dJ02KuY_Eoj"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"fig, axes = plt.subplots(1,2 , figsize=(20, 5))\n",
" \n",
"axes[0].plot(n_clusters_list, inertia_list, c=\"g\")\n",
"axes[0].scatter(n_clusters_list, inertia_list, c=\"g\")\n",
"axes[0].set_xlabel(\"clusters\")\n",
"axes[0].set_ylabel(\"inertia\")\n",
"\n",
"axes[1].plot(n_clusters_list,distortion_list, c=\"b\")\n",
"axes[1].scatter(n_clusters_list, distortion_list, c=\"b\")\n",
"axes[1].set_xlabel(\"clusters\")\n",
"axes[1].set_ylabel(\"distortion\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 340
},
"id": "pD0cioUDAuIg",
"outputId": "ef6233c9-2a57-4741-d09e-555502e51b7b"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0, 0.5, 'distortion')"
]
},
"metadata": {},
"execution_count": 130
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x360 with 2 Axes>"
],
"image/png": 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},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"### Image reduction"
],
"metadata": {
"id": "22yb_X0A9hph"
}
},
{
"cell_type": "code",
"source": [
"def rebuild_image(image_shape, centroid_ids, centroids):\n",
" '''\n",
" # The order of labels_ is exactly the same as the observation (image_flatten), \n",
" # except that the content is the corresponding cluster centroid id.\n",
" #\n",
" # labels_: [2, 2, 3, 4, 6....] \n",
" # observation: [ [1,2,3], [4,5,6], [3,4,6], [2,4,6], [7,4,3].... ]\n",
" #\n",
" # Each centroid_id points to some items in the image_flatten, which means\n",
" # Those data-points of image_flatten belonging to one cluster share\n",
" # the same id.\n",
" #\n",
" # Goal: Relace content of image_flatten with the correspondent centroids (behinds labels_)\n",
" ''' \n",
" image_reduc = np.zeros(image_shape, dtype=\"uint8\")\n",
" image_reduc = image_reduc.reshape(-1, image_shape[-1])\n",
" \n",
" unique_centroid_ids = set(centroid_ids)\n",
"\n",
" for c_id in unique_centroid_ids:\n",
" \n",
" # (numpy array index selection)\n",
" # select array indices which belong to the current centroid.\n",
" arr_idx_mask = centroid_ids == c_id\n",
" \n",
" # replace content of selected content with the centroid.\n",
" image_reduc[arr_idx_mask] = centroids[c_id] \n",
" \n",
" image_reduc = image_reduc.reshape(image_shape)\n",
" return image_reduc"
],
"metadata": {
"id": "XIqLPkB5Kjnq"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"#### Select one k-means for reduction"
],
"metadata": {
"id": "Ioo0hfV1tMQv"
}
},
{
"cell_type": "code",
"source": [
"kmeans = results[SELECT_CLUSTER-1]\n",
"centroid_ids = kmeans.labels_.astype(np.uint8)\n",
"centroids = kmeans.cluster_centers_.astype(np.uint8)\n",
"image_shape = image.shape\n",
"\n",
"image_reduc = reduce_image(image_shape, \n",
" centroid_ids, \n",
" centroids)"
],
"metadata": {
"id": "9KHKV6I8iAUE"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"plot_image(image_reduc.reshape(image_shape))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 466
},
"id": "3KWU-CHsbICS",
"outputId": "1e545ccb-60ec-42e3-c5ed-c0ba3867c7a6"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"### Intensity comparison before and after"
],
"metadata": {
"id": "4s9sIKe8bKm_"
}
},
{
"cell_type": "markdown",
"source": [
"We get lose of intensity comaring the origin image, but this is actually the part of our goal, because in some usecase the receiver doesn't want to see the full quality of image."
],
"metadata": {
"id": "7YYNhYu8yr8_"
}
},
{
"cell_type": "code",
"source": [
"plot_image_intensity(image) "
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 174
},
"id": "RiPlXy5lZ0Vy",
"outputId": "f4f8a5e7-c714-48d9-a746-3d4feb71909b"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x180 with 4 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plot_image_intensity(image_reduc) "
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 177
},
"id": "pfdJUL0oZYIz",
"outputId": "ad7fd40f-939e-4f99-dc31-2c1b094c08d6"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x180 with 4 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Conclusion \n",
"\n",
"Why do we need this tech?"
],
"metadata": {
"id": "hTocLMwje7Mh"
}
},
{
"cell_type": "markdown",
"source": [
"In fact, there are many usecases for it, so I'll point out one here.\n",
"\n",
"Imagine we want to transfer an image, so transfer colour channels pixel by pixel, a quite straightforward way is to transfer all of data to the receiver. With such tech we only need to let receiver know `image shape`, transfer `centroid_ids` and `labels_`, finally rebuild the image like the `rebuild_image()` does."
],
"metadata": {
"id": "9mrRdKJce9X4"
}
},
{
"cell_type": "code",
"source": [
"import sys\n",
"import pandas as pd"
],
"metadata": {
"id": "6xfCmvy2qmpX"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"#### Before"
],
"metadata": {
"id": "EwYRFchRqTQD"
}
},
{
"cell_type": "code",
"source": [
"before_df = pd.Series(image.nbytes/1000, name=\"Before\", index=[\"Size in KB.\"]).to_frame()\n",
"before_df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 81
},
"id": "f9WRVaZ8nRgx",
"outputId": "a8dd475b-0e9f-4963-ff6d-d935cd52745c"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Before\n",
"Size in KB. 113.472"
],
"text/html": [
"\n",
" <div id=\"df-4ba0bae2-773c-4012-ac3c-28d89203e6fa\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Before</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Size in KB.</th>\n",
" <td>113.472</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4ba0bae2-773c-4012-ac3c-28d89203e6fa')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
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" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-4ba0bae2-773c-4012-ac3c-28d89203e6fa button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-4ba0bae2-773c-4012-ac3c-28d89203e6fa');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 137
}
]
},
{
"cell_type": "markdown",
"source": [
"#### After"
],
"metadata": {
"id": "8s2ATGF6qU8X"
}
},
{
"cell_type": "code",
"source": [
"print(\"centroid_ids:\", centroid_ids.nbytes/1000, \"KB.\")\n",
"print(\"centroids:\", centroids.nbytes/1000, \"KB.\")\n",
"\n",
"after_df = pd.Series((centroid_ids.nbytes + centroids.nbytes)/1000, name=\"After\", index=[\"Size in KB.\"]).to_frame()\n",
"after_df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 115
},
"id": "1zJI87_onlSb",
"outputId": "0a08cf11-922b-48de-b913-26f5c4daee79"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"centroid_ids: 37.824 KB.\n",
"centroids: 0.018 KB.\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
" After\n",
"Size in KB. 37.842"
],
"text/html": [
"\n",
" <div id=\"df-f15d43d8-e392-4d1f-bea3-529c7179e62c\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>After</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Size in KB.</th>\n",
" <td>37.842</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f15d43d8-e392-4d1f-bea3-529c7179e62c')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-f15d43d8-e392-4d1f-bea3-529c7179e62c button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-f15d43d8-e392-4d1f-bea3-529c7179e62c');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 138
}
]
},
{
"cell_type": "code",
"source": [
"total_df = pd.concat([before_df, after_df], axis=1).T\n",
"total_df.plot.bar(rot=0)\n",
"total_df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 578
},
"id": "5uPlLDQMrYgs",
"outputId": "c2801157-ad9e-4e44-e09a-08cac9a40423"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Size in KB.\n",
"Before 113.472\n",
"After 37.842"
],
"text/html": [
"\n",
" <div id=\"df-0722656b-6586-480b-b096-9d21f2604caa\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Size in KB.</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Before</th>\n",
" <td>113.472</td>\n",
" </tr>\n",
" <tr>\n",
" <th>After</th>\n",
" <td>37.842</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0722656b-6586-480b-b096-9d21f2604caa')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-0722656b-6586-480b-b096-9d21f2604caa button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-0722656b-6586-480b-b096-9d21f2604caa');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 139
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"del image, image_flatten, image_reduc, centroid_ids, centroids"
],
"metadata": {
"id": "B-9CrtBYtsPk"
},
"execution_count": null,
"outputs": []
}
]
}
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