{ "cells": [ { "cell_type": "markdown", "id": "suffering-festival", "metadata": {}, "source": [ "# Pixel classification explained with SHAP\n", "SHapley Additive exPlanations (SHAP) is a technique for visualizing how, for example random forest classifiers work. In this example we use a [random forest classifier](https://en.wikipedia.org/wiki/Random_forest) for pixel classification.\n", "\n", "See also\n", "* [Scikit-learn random forest](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html)\n", "* [SHAP documentation](https://shap.readthedocs.io/en/latest/)\n", "* [Shapley value](https://en.wikipedia.org/wiki/Shapley_value)" ] }, { "cell_type": "code", "execution_count": 1, "id": "extreme-papua", "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "from IPython.display import display\n", "from skimage.io import imread, imsave\n", "import numpy as np\n", "import stackview\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "from utilities import format_data, add_background, generate_feature_stack, visualize_image_list, apply_threshold_range, get_plt_figure" ] }, { "cell_type": "markdown", "id": "0df4445b-3426-494b-9fde-2337ea59731c", "metadata": {}, "source": [ "As example image, use a cropped and modified image from [BBBC038v1](https://bbbc.broadinstitute.org/bbbc/BBBC038), available from the Broad Bioimage Benchmark Collection [Caicedo et al., Nature Methods, 2019](https://doi.org/10.1038/s41592-019-0612-7)." ] }, { "cell_type": "code", "execution_count": 2, "id": "oriental-appointment", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "
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" ], "text/plain": [ "[[ 5. 6.69491525 7.38983051 ... 43.61016949 44.30508475\n", " 46. ]\n", " [ 8.69491525 9.38983051 10.08474576 ... 44.30508475 46.\n", " 45.69491525]\n", " [10.38983051 11.08474576 13.77966102 ... 45. 45.69491525\n", " 46.38983051]\n", " ...\n", " [65.61016949 67.30508475 66. ... 87.22033898 87.91525424\n", " 88.61016949]\n", " [70.30508475 71. 72.69491525 ... 88.91525424 89.61016949\n", " 90.30508475]\n", " [76. 76.69491525 77.38983051 ... 91.61016949 92.30508475\n", " 92. ]]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image = add_background(imread('data/0bf4b1.tif')[4:64,106:166])\n", "\n", "stackview.insight(image)" ] }, { "cell_type": "code", "execution_count": 3, "id": "ee9cfbf0-a22e-489b-b2f3-7f817b2f7d69", "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "binary_masks = apply_threshold_range(image) + 1\n", "\n", "# Visualize the animation \n", "stackview.animate(binary_masks, zoom_factor=5)" ] }, { "cell_type": "markdown", "id": "unavailable-harvey", "metadata": {}, "source": [ "For demonstrating how the algorithm works, we annotate two small regions on the left of the image with values 1 and 2 for background and foreground (objects)." ] }, { "cell_type": "code", "execution_count": 4, "id": "canadian-progress", "metadata": {}, "outputs": [], "source": [ "manual_annotation = False\n", "if manual_annotation:\n", " annotation = np.zeros(image.shape, dtype=np.uint32)\n", " display(stackview.annotate(image, annotation, zoom_factor=4))" ] }, { "cell_type": "markdown", "id": "947ca64b-85d1-45fe-ada7-6dfb07870f4d", "metadata": {}, "source": [ "**Note:** If `manual_annotation` is true, you need to annotate pixels with your mouse above before executing the next cell." ] }, { "cell_type": "code", "execution_count": 5, "id": "c19fb6ea-e97f-461c-9f6f-9ae8341ba023", "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "annotation_filename = \"data/0bf4b1_annotation.tif\"\n", "\n", "if manual_annotation:\n", " imsave(annotation_filename, annotation)\n", "else:\n", " annotation = imread(annotation_filename)\n", "stackview.animate_curtain(image, annotation, alpha=0.6, zoom_factor=4)" ] }, { "cell_type": "markdown", "id": "touched-application", "metadata": {}, "source": [ "## Generating a feature stack\n", "Pixel classifiers such as the random forest classifier takes multiple images as input. We typically call these images a feature stack because for every pixel exist now multiple values (features). In the following example we create a feature stack containing three features:\n", "* The original pixel value\n", "* The pixel value after a Gaussian blur\n", "* The pixel value of the Gaussian blurred image processed through a Sobel operator.\n", "\n", "Thus, we denoise the image and detect edges. All three images serve the pixel classifier to differentiate positive and negative pixels." ] }, { "cell_type": "code", "execution_count": 6, "id": "3dc1096f-9330-4fa6-8b6b-7c530e674ed7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4, 60, 60)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "feature_names = [\"original\", \"top_hat(10)\", \"gaussian_sobel(1)\", \"random\"]\n", "\n", "feature_stack = generate_feature_stack(image, feature_names)\n", "feature_stack.shape" ] }, { "cell_type": "code", "execution_count": 7, "id": "4542973d-a094-455b-9e87-1515f279b7b0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_image_list(feature_stack, feature_names)" ] }, { "cell_type": "markdown", "id": "painful-english", "metadata": {}, "source": [ "## Formatting data\n", "We now need to format the input data so that it fits to what scikit learn expects. Scikit-learn asks for an array of shape (n, m) as input data and (n) annotations. n corresponds to number of pixels and m to number of features. In our case m = 3." ] }, { "cell_type": "code", "execution_count": 8, "id": "plastic-botswana", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "input shape (969, 4)\n", "annotation shape (969,)\n" ] } ], "source": [ "X, y = format_data(feature_stack, annotation)\n", "\n", "print(\"input shape\", X.shape)\n", "print(\"annotation shape\", y.shape)" ] }, { "cell_type": "markdown", "id": "following-swedish", "metadata": {}, "source": [ "## Training the random forest classifier\n", "We now train the [random forest classifier](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html) by providing the feature stack X and the annotations y." ] }, { "cell_type": "code", "execution_count": 9, "id": "chronic-terminology", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
RandomForestClassifier(max_depth=2, random_state=0)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "RandomForestClassifier(max_depth=2, random_state=0)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classifier = RandomForestClassifier(max_depth=2, random_state=0)\n", "classifier.fit(X, y)" ] }, { "cell_type": "markdown", "id": "according-enterprise", "metadata": {}, "source": [ "## Predicting pixel classes\n", "After the classifier has been trained, we can use it to predict pixel classes for whole images. Note in the following code, we provide `feature_stack.T` which are more pixels then X in the commands above, because it also contains the pixels which were not annotated before." ] }, { "cell_type": "code", "execution_count": 10, "id": "optimum-relevance", "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prediction = classifier.predict(np.asarray([f.ravel() for f in feature_stack]).T).reshape(image.shape)\n", "stackview.animate_curtain(image, prediction, zoom_factor=4)" ] }, { "cell_type": "markdown", "id": "b5697ac0-7fa2-4cfe-8bbc-230c82e2a4a7", "metadata": {}, "source": [ "## SHAP\n", "SHAP analysis allows us to visualize to what degree features contribute to decisions the classifier makes. " ] }, { "cell_type": "code", "execution_count": 11, "id": "dff39526-3505-4fb6-a090-004e445e0477", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def visualize_shap(classifier, feature_names, target_class=-1):\n", " import shap\n", " \n", " # Create SHAP explainer\n", " explainer = shap.TreeExplainer(classifier)\n", " \n", " # Calculate SHAP values \n", " shap_values = explainer.shap_values(X)[...,target_class]\n", "\n", " # Create a new figure with larger size for better visibility\n", " plt.figure(figsize=(40, 8))\n", " \n", " # Create SHAP summary plot with feature names\n", " shap.summary_plot(shap_values, X, feature_names=feature_names, show=False)\n", " \n", " # Style plot and show it \n", " #plt.title('SHAP Feature Importance and Impact', pad=20)\n", " plt.xlabel(\"SHAP value\")\n", " plt.tight_layout()\n", "\n", "visualize_shap(classifier, feature_names)\n", "\n" ] }, { "cell_type": "markdown", "id": "d80d8058-06f4-47ba-bb7e-9b16718442dc", "metadata": {}, "source": [ "The plot above can be read like:\n", "* The top-hat filtered image is the most crucial for the segmentation of the objects. If top-hat filtered pixel values are high, the classifier sees the pixel as positive (red).\n", "* The original and the Gaussian-blurred image contribute to the decision as well, but not as prominently because the SHAP values are closer to 0.\n", "* The random image does not contribute to the classification.\n", "\n", "To interpret the plot above more easily, we show the feature images again:" ] }, { "cell_type": "code", "execution_count": 12, "id": "372271e5-1558-4a2c-af63-c8e1ede73469", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_image_list(feature_stack, feature_names)" ] }, { "cell_type": "markdown", "id": "5c1a568b-5a9a-4b3e-b065-2220bd6c0790", "metadata": {}, "source": [ "## Beware of correlation\n", "We will execute the same procedure again, but this time with strongly correlating features." ] }, { "cell_type": "code", "execution_count": 13, "id": "06aaa226-4bfc-4535-bf20-cd23e384eeb2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature_names = [\"original\"] + [f\"top_hat({r})\" for r in range(6, 14, 2)] + [\"gaussian_sobel(1)\"]\n", "\n", "feature_stack = generate_feature_stack(image, feature_names)\n", "visualize_image_list(feature_stack, feature_names)" ] }, { "cell_type": "code", "execution_count": 14, "id": "9ac0ae07-712d-4a00-86c2-48221bbd4eeb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
RandomForestClassifier(max_depth=2, random_state=0)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "RandomForestClassifier(max_depth=2, random_state=0)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X, y = format_data(feature_stack, annotation)\n", "\n", "classifier = RandomForestClassifier(max_depth=2, random_state=0)\n", "classifier.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 15, "id": "8094c145-58d8-4847-b7fa-9d23e4f8f9f2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prediction = classifier.predict(np.asarray([f.ravel() for f in feature_stack]).T).reshape(image.shape)\n", "stackview.animate_curtain(image, prediction, zoom_factor=4)" ] }, { "cell_type": "markdown", "id": "e78b4e08-7dba-4ee4-a638-6d695f7b3b6b", "metadata": {}, "source": [ "In this shap plot it _seems_ the Gaussian blurred image and the original are less useful compared to the SHAP plot above. However, the strongly correlating top-hat features might mislead our perception." ] }, { "cell_type": "code", "execution_count": 16, "id": "bb7833a0-a450-4aaa-97cb-68dafd642af4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_shap(classifier, feature_names)" ] }, { "cell_type": "code", "execution_count": 17, "id": "cbc4c40c-086f-47d4-8514-c6ad4b66ae0f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "# Create DataFrame\n", "df = pd.DataFrame(X, columns=feature_names)\n", "\n", "# Calculate correlation matrix\n", "correlation_matrix = df.corr()\n", "\n", "# Create heatmap\n", "plt.figure(figsize=(5, 5))\n", "sns.heatmap(correlation_matrix, \n", " cmap='PRGn', # Purple-Green diverging colormap\n", " center=0, # Center the colormap at 0\n", " vmin=-1, # Set minimum value\n", " vmax=1, # Set maximum value\n", " annot=False, # Show correlation values\n", " fmt='.2f') # Format numbers to 2 decimal places\n", "plt.title('Feature Correlation Matrix') \n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "de0bdb7c-60df-4c58-8510-f83c4ef41b8d", "metadata": {}, "source": [ "The SHAP values are defined for all classes. In case of a binary classification, the two SHAP plots show oppsing values. Hence, showing one is enough. For completeness, here we see the two SHAP plots. The first is for predicing the class 0 (blue) and the second for class 1 (orange)." ] }, { "cell_type": "code", "execution_count": 18, "id": "f8483c6b-9d53-4cf0-bb35-09a7e1fd356e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_shap(classifier, feature_names, target_class=0)" ] }, { "cell_type": "code", "execution_count": 19, "id": "9badf837-fa79-4c62-aa0d-33a889411798", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_shap(classifier, feature_names, target_class=1)" ] }, { "cell_type": "markdown", "id": "acda0240-c716-4eb8-a57b-719e48c1de81", "metadata": {}, "source": [ "## Exercise\n", "Interpret the features in this SHAP plot." ] }, { "cell_type": "code", "execution_count": 20, "id": "9bb0a1f5-fbb5-41c3-b91d-4ca850f9158c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature_names = [\"original\", \"gaussian(1)\", \"laplace\", \"gaussian_laplace(1)\"]\n", "\n", "feature_stack = generate_feature_stack(image, feature_names)\n", "visualize_image_list(feature_stack, feature_names)\n", "\n", "X, y = format_data(feature_stack, annotation)\n", "\n", "classifier = RandomForestClassifier(max_depth=2, random_state=0)\n", "classifier.fit(X, y)\n", "\n", "visualize_shap(classifier, feature_names, target_class=0)" ] }, { "cell_type": "markdown", "id": "2f42b516-656f-443e-a837-21a06eec0725", "metadata": {}, "source": [ "## Exercise\n", "Execute the procedure demonstrated above to segment the edges of the objects in the image." ] }, { "cell_type": "code", "execution_count": null, "id": "20f60c70-51d6-4fe5-8fe1-c805b73f88b3", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 5 }