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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: [email protected]\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": [ | |
"\n", | |
"\n", | |
"\n", | |
"\n", | |
"------------------\n", | |
"\n", | |
"\n", | |
"\n", | |
"\n", | |
"" | |
], | |
"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", | |
" }\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>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", | |
" <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-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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