{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial: Using Occlusion-based Saliency to Explain Image Classification Models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "This notebook contains a working example to demonstrate saliency map generation for black-box image classifiers.\n", "\n", "Black-box image classifiers output class predictions for the entire image. To see saliency map generation for object detection on an image, see `Tutorial: Using DRISE to Explain Object Detection Models`.\n", "\n", "This example will follow a use case where we transform an input image into saliency heatmaps based on our black-box classifier's output, visualizing the heatmaps over the input image.\n", "\n", "### Prerequisites\n", "Before starting, ensure the following:\n", "\n", "- XAITK-Saliency is installed (see [`Installation`](../installation.rst)).\n", "- **Software Requirements:**\n", " - Python 3.9+ installed.\n", " - pip (Python package manager) installed.\n", "- **Basic Skills:** Familiarity with Python programming and using the terminal or command line.\n", "\n", "\n", "To run this notebook in Colab, use the link below:\n", "\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/XAITK/xaitk-saliency/blob/master/docs/examples/OcclusionSaliency.ipynb)\n", "\n", "Note for Colab users: after setting up the environment, you may need to \"Restart Runtime\" in order to resolve package version conflicts (see the [README](https://github.com/XAITK/xaitk-saliency/blob/master/docs/examples/README.md#run-the-notebooks-from-colab) for more info)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "import sys # noqa\n", "\n", "!{sys.executable} -m pip install -qU pip\n", "!{sys.executable} -m pip install -q smqtk_classifier\n", "!{sys.executable} -m pip install -q xaitk-saliency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Test Image\n", "We will test this application on the following image from [ImageNet](https://www.image-net.org/challenges/LSVRC/index.php).\n", "We know that this image contains the ImageNet classes of \"boxer\" and \"tiger cat\"." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import os\n", "import urllib.request\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import PIL.Image\n", "\n", "# Use JPEG format for inline visualizations here.\n", "%config InlineBackend.figure_format = \"jpeg\"\n", "\n", "\n", "os.makedirs(\"data\", exist_ok=True)\n", "test_image_filename = \"data/catdog.jpg\"\n", "urllib.request.urlretrieve(\"https://farm1.staticflickr.com/74/202734059_fcce636dcd_z.jpg\", test_image_filename)\n", "plt.figure(figsize=(12, 8))\n", "plt.axis(\"off\")\n", "ref_image = np.asarray(PIL.Image.open(test_image_filename))\n", "_ = plt.imshow(ref_image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load a Pre-trained Image Classification Model\n", "In this example, we will use a basic PyTorch-based, pretrained [ResNet18](https://arxiv.org/abs/1512.03385) model and use its softmax output as classification confidences.\n", "This will be wrapped up in an implementation of the `ClassifyImage` interface.\n", "This sub-classing standardizes classifier operation with our API to support the varying ways classification is performed across toolkits and applications.\n", "Since this model normally outputs 1000 classes, we will, for simplicity of example, constrain the output to the two classes that are relevant for our test image." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Set up our \"black box\" classifier using PyTorch and it's ImageNet pretrained ResNet18.\n", "# We will constrain the output of our classifier here to the two classes that are relevant\n", "# to our test image for the purposes of this example.\n", "import warnings\n", "from collections.abc import Iterable, Sequence\n", "from typing import Any\n", "\n", "import torch\n", "import torchvision.models as models\n", "import torchvision.transforms as transforms\n", "from smqtk_classifier import ClassifyImage\n", "from typing_extensions import override\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "CUDA_AVAILABLE = torch.cuda.is_available()\n", "\n", "\n", "model = models.resnet18(pretrained=True)\n", "model = model.eval()\n", "if CUDA_AVAILABLE:\n", " model = model.cuda()\n", "\n", "# These are some simple helper functions to perform prediction with this model\n", "model_input_size = (224, 224)\n", "model_mean = [0.485, 0.456, 0.406]\n", "model_loader = transforms.Compose(\n", " [\n", " transforms.ToPILImage(),\n", " transforms.Resize(model_input_size),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=model_mean, std=[0.229, 0.224, 0.225]),\n", " ],\n", ")\n", "\n", "\n", "# Grabbing the class labels associated with this model.\n", "classes_file = \"data/imagenet_classes.txt\"\n", "if not os.path.isfile(classes_file):\n", " !wget https://raw.githubusercontent.com/pytorch/hub/master/imagenet_classes.txt -O {classes_file}\n", "\n", "with open(classes_file) as f:\n", " categories = [s.strip() for s in f.readlines()]\n", "\n", "\n", "# For this test, we will use an image with both a cat and a dog in it.\n", "# Let's only consider the saliency of two class predictions.\n", "sal_class_labels = [\"boxer\", \"tiger cat\"]\n", "sal_class_idxs = [categories.index(lbl) for lbl in sal_class_labels]\n", "\n", "\n", "class TorchResnet18(ClassifyImage):\n", " \"\"\"Blackbox model to output the two focus classes.\"\"\"\n", "\n", " @override\n", " def get_labels(self) -> Sequence[str]:\n", " \"\"\"Return class labels\"\"\"\n", " return sal_class_labels\n", "\n", " @override\n", " @torch.no_grad()\n", " def classify_images(self, image_iter: Iterable[np.ndarray]) -> dict[str, Any]:\n", " \"\"\"Input may either be an NDaray, or some arbitrary iterable of NDarray images.\"\"\"\n", "\n", " for img in image_iter:\n", " image_tensor = model_loader(img).unsqueeze(0)\n", " if CUDA_AVAILABLE:\n", " image_tensor = image_tensor.cuda()\n", " feature_vec = model(image_tensor)\n", " # Converting feature extractor output to probabilities.\n", " class_conf = torch.nn.functional.softmax(feature_vec, dim=1).cpu().detach().numpy().squeeze()\n", " # Only return the confidences for the focus classes\n", " yield dict(zip(sal_class_labels, class_conf[sal_class_idxs], strict=False))\n", "\n", " @override\n", " def get_config(self) -> dict[str, Any]:\n", " \"\"\"Required by a parent class.\"\"\"\n", " return {}\n", "\n", "\n", "blackbox_classifier = TorchResnet18()\n", "\n", "blackbox_fill = np.uint8(np.asarray(model_mean) * 255)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the Saliency Algorithm\n", "\n", "Below is the code to generate the saliency maps using `SlidingWindowStack`. The class has two parameters that affect saliency generation: `window_size` and `stride`. `window_size` is the size of the window to occlude and `stride` is the how much the window moves for each mask used in saliency map generation." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from xaitk_saliency.impls.gen_image_classifier_blackbox_sal.slidingwindow import SlidingWindowStack\n", "\n", "gen_slidingwindow = SlidingWindowStack(window_size=(50, 50), stride=(20, 20), threads=4)\n", "# This generator implementation has a slot for filling background occlusion,\n", "# which our choice of classifier should ideally take for best operation.\n", "gen_slidingwindow.fill = blackbox_fill\n", "\n", "sal_maps = gen_slidingwindow(ref_image, blackbox_classifier)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization\n", "\n", "Saliency maps will have a range of values from -1 to 1. Values close to 1 mean an increase of class confidence while values close to -1 mean a decrease in class confidence. Values around 0 have relatively low impact on class confidence. To relate the saliency map to the original image, the saliency map is overlaid onto the original image using a **colormap** (e.g., *jet*), highlighting influential regions. The meaning of the areas depends on the range of the color maps. In general:\n", "\n", "- **Bright areas**: Increase class confidence.\n", "\n", "- **Dark areas**: Decrease in class confidence." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below is the first saliency map generated. The map classifies the image as a boxer and we can see how the lower body of the dog has a relatively high importance for classifying the image while the face of the cat has a relatively low importance. The rest of the image is mostly the yellow which is a middleground between the high and low sections." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Some magic numbers here to get colorbar to be roughly the same height\n", "# as the plotted image.\n", "colorbar_kwargs = {\n", " \"fraction\": 0.046 * (ref_image.shape[0] / ref_image.shape[1]),\n", " \"pad\": 0.04,\n", "}\n", "plt.figure(figsize=(12, 8))\n", "plt.axis(\"off\")\n", "plt.imshow(ref_image, alpha=0.7)\n", "plt.imshow(sal_maps[0], cmap=\"jet\", alpha=0.3)\n", "plt.colorbar(**colorbar_kwargs)\n", "plt.clim(-1, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below is the second saliency map generated. The map classifies the image as a tiger cat and we can see how areas of high and low importance have swapped from the previous image. Since we only have two labels we are classifying in this example, the saliency maps end up being complementary." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 8))\n", "plt.axis(\"off\")\n", "plt.imshow(ref_image, alpha=0.7)\n", "plt.imshow(sal_maps[1], cmap=\"jet\", alpha=0.3)\n", "plt.colorbar(**colorbar_kwargs)\n", "plt.clim(-1, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Next Steps\n", "\n", "Now that you've completed this tutorial, see the [*How-To*](../review_process.rst) section for instructions on using other `Saliency Generation Examples`.\n", "\n", "See the [*Reference*](../implementations.rst) section for code documentation." ] } ], "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": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 4 }