{ "cells": [ { "cell_type": "markdown", "id": "72cd452b-01d1-47b7-83f8-79262933f16d", "metadata": {}, "source": [ "# Swapping Saliency Map Generation Techniques With XAITK\n", "\n", "This notebook contains a working example to demonstrate the API for visual saliency map generation for image black-box classifiers. This example will follow an application-like use case where we define a functionally rigid process that transforms an input image into a number of saliency heatmaps based on our black-box classifier's output, visualizing the heatmaps over the input image.\n", "\n", "To showcase how easy it is to change which of our API implementations is used in the application without impacting the application's successful execution, we will define an application that takes an image, a black-box classifier, and a saliency map generator. This will require us to define a black-box classification model for which to introspect the saliency." ] }, { "cell_type": "markdown", "id": "6748d40d-5176-4344-9318-8982c7eb0db6", "metadata": {}, "source": [ "## Swappable Implementations\n", "\n", "The xaitk-saliency package provides a relatively high-level API interface for visual saliency map generation. The `GenerateImageClassifierBlackboxSaliency` interface defines the following input requirements:\n", "\n", "- a reference image\n", "- a black-box classifier that performs inference over images\n", "\n", "Over the course of this notebook, we will use different implementations of `GenerateImageClassifierBlackboxSaliency` to generate saliency maps. Since these all implement the same parent `abstract` class, they effectively all promise to abide by the API it defines. Thus, we should be able to use them all interchangeably, at least at the functional level. Their implementations may of course produce different results, as is the point of having varying implementations, but the types and form of the inputs and outputs should be the same.\n", "\n", "The implementations here use perturbation-occlusion sub-pipelines as shown in this diagram.\n", "\n", "![Perturbation-Occlusion Pipeline](figures/perturb_occlude_diagram.svg)\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/SwappableImplementations.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, "id": "d7be101d", "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", "id": "6597e82a-9bb7-4701-8d59-6d9a73f2c91a", "metadata": {}, "source": [ "## The Test Image\n", "\n", "We will test the implementations on the following image. We know that this image contains the ImageNet classes of \"boxer\" and \"tiger cat\"." ] }, { "cell_type": "code", "execution_count": 1, "id": "96c85900-50f9-4778-94b7-d4eab635f82d", "metadata": {}, "outputs": [ { "data": { "image/jpeg": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import os\n", "import urllib.request\n", "from collections.abc import Iterable, Sequence\n", "from typing import Any\n", "\n", "import matplotlib.pyplot as plt\n", "import PIL.Image\n", "from typing_extensions import override\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", "_ = plt.imshow(PIL.Image.open(test_image_filename))" ] }, { "cell_type": "markdown", "id": "22abd27d-2ca9-4233-94dc-9fc029d15951", "metadata": {}, "source": [ "## Black-Box Classifier\n", "\n", "In this example, we will use a basic PyTorch-based, pretrained ResNet18 model and use its softmax output as classification confidences. 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. This will be wrapped up in an implementation of the `ClassifyImage` interface for input to our \"application.\" This sub-classing standardizes classifier operation with our API to support the varying ways classification is performed across toolkits and applications." ] }, { "cell_type": "code", "execution_count": 2, "id": "7e281f79-e405-404c-8ffc-ae8f2f1cb10b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/local/KHQ/stephen.crowell/.cache/pypoetry/virtualenvs/xaitk-saliency-eX2AjeRl-py3.10/lib/python3.10/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", " warnings.warn(\n", "/home/local/KHQ/stephen.crowell/.cache/pypoetry/virtualenvs/xaitk-saliency-eX2AjeRl-py3.10/lib/python3.10/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet18_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet18_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n" ] } ], "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 numpy as np\n", "import torch\n", "import torchvision.models as models\n", "import torchvision.transforms as transforms\n", "from smqtk_classifier import ClassifyImage\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", "id": "19f5a92d-853b-463d-b09c-4c5234a8ae82", "metadata": {}, "source": [ "## The \"Application\"\n", "\n", "The function below is an example \"application\" that takes an image, a black-box classifier, and a saliency map generator to showcase how simple it is to swap between XAITK's saliency map generators. For each saliency map generated, the \"application\" will print the range of values in the saliency map, visualize the positive saliency values overlaid the original image, and visualize the negative saliency values overlaid the original image." ] }, { "cell_type": "code", "execution_count": 3, "id": "b89757dc-c0bd-4840-8599-2c87fb3933b5", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import PIL.Image\n", "\n", "from xaitk_saliency import GenerateImageClassifierBlackboxSaliency\n", "\n", "\n", "def app(\n", " image_filepath: str,\n", " # Assuming outputs `nClass` length arrays.\n", " blackbox_classify: ClassifyImage,\n", " gen_bb_sal: GenerateImageClassifierBlackboxSaliency,\n", ") -> None:\n", " \"\"\"Helper function to generate and visualize saliency maps\"\"\"\n", " # Load the image\n", " ref_image = np.asarray(PIL.Image.open(image_filepath))\n", " sal_maps = gen_bb_sal(ref_image, blackbox_classify)\n", " print(f\"Saliency maps: {sal_maps.shape}\")\n", " visualize_saliency(ref_image, sal_maps)\n", "\n", "\n", "def visualize_saliency(ref_image: np.ndarray, sal_maps: np.ndarray) -> None:\n", " \"\"\"Visualize the saliency heat-maps\"\"\"\n", " sub_plot_ind = len(sal_maps) + 1\n", " plt.figure(figsize=(12, 6))\n", " plt.subplot(2, sub_plot_ind, 1)\n", " plt.imshow(ref_image)\n", " plt.axis(\"off\")\n", " plt.title(\"Test Image\")\n", "\n", " # 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", "\n", " for i, class_sal_map in enumerate(sal_maps):\n", " print(f\"Class {i} saliency map range: [{class_sal_map.min()}, {class_sal_map.max()}]\")\n", "\n", " # Positive half saliency\n", " plt.subplot(2, sub_plot_ind, 2 + i)\n", " plt.imshow(ref_image, alpha=0.7)\n", " plt.imshow(np.clip(class_sal_map, 0, 1), cmap=\"jet\", alpha=0.3)\n", " plt.clim(0, 1)\n", " plt.colorbar(**colorbar_kwargs)\n", " plt.title(f\"Class #{i + 1} Pos Saliency\")\n", " plt.axis(\"off\")\n", "\n", " # Negative half saliency\n", " plt.subplot(2, sub_plot_ind, sub_plot_ind + 2 + i)\n", " plt.imshow(ref_image, alpha=0.7)\n", " plt.imshow(np.clip(class_sal_map, -1, 0), cmap=\"jet_r\", alpha=0.3)\n", " plt.clim(-1, 0)\n", " plt.colorbar(**colorbar_kwargs)\n", " plt.title(f\"Class #{i + 1} Neg Saliency\")\n", " plt.axis(\"off\")" ] }, { "cell_type": "markdown", "id": "426ec758-dd7a-46b8-afdc-7c7f91f835b8", "metadata": {}, "source": [ "## Sliding Window Method" ] }, { "cell_type": "code", "execution_count": 4, "id": "8bf562f9-7b19-4941-89bf-936cf4f3965f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saliency maps: (2, 480, 640)\n", "Class 0 saliency map range: [-1.0, 0.6748984456062317]\n", "Class 1 saliency map range: [-1.0, 0.9845045804977417]\n" ] }, { "data": { "image/jpeg": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from xaitk_saliency.impls.gen_image_classifier_blackbox_sal.slidingwindow import SlidingWindowStack\n", "\n", "gen_slidingwindow = SlidingWindowStack((50, 50), (20, 20), threads=4)\n", "\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", "app(\n", " test_image_filename,\n", " blackbox_classifier,\n", " gen_slidingwindow,\n", ")" ] }, { "cell_type": "markdown", "id": "1ac49c86-3f45-4f2a-8349-2d30c7b2c83a", "metadata": {}, "source": [ "## RISE" ] }, { "cell_type": "code", "execution_count": 5, "id": "9ef19273-1b8d-4416-9197-94c18ae1eace", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saliency maps: (2, 480, 640)\n", "Class 0 saliency map range: [0.4040015637874603, 1.0]\n", "Class 1 saliency map range: [0.6812227368354797, 1.0]\n" ] }, { "data": { "image/jpeg": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from xaitk_saliency.impls.gen_image_classifier_blackbox_sal.rise import RISEStack\n", "\n", "gen_rise = RISEStack(1000, 8, 0.5, seed=0, threads=4, debiased=False)\n", "\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_rise.fill = blackbox_fill\n", "\n", "app(test_image_filename, blackbox_classifier, gen_rise)" ] }, { "cell_type": "markdown", "id": "c210d8e7-3f0e-432c-b634-03d053139694", "metadata": {}, "source": [ "## RISE with Debiasing" ] }, { "cell_type": "code", "execution_count": 6, "id": "090d02ea-3e60-4a91-9e7f-34f67f7d3cef", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saliency maps: (2, 480, 640)\n", "Class 0 saliency map range: [-0.5117952823638916, 1.0]\n", "Class 1 saliency map range: [-0.4980420768260956, 1.0]\n" ] }, { "data": { "image/jpeg": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gen_rise_debiased = RISEStack(1000, 8, 0.5, seed=0, threads=4, debiased=True)\n", "\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_rise_debiased.fill = blackbox_fill\n", "\n", "app(\n", " test_image_filename,\n", " blackbox_classifier,\n", " gen_rise_debiased,\n", ")" ] } ], "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }