{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Saliency Generation with Superpixel Segmentation Masks"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction\n",
"In this example we explore the use case in which the \"high-level\" API is insufficient: we already have masks generated by some other algorithm.\n",
"\n",
"In the [OcclusionSaliency](OcclusionSaliency.ipynb) example, we showed how to use the \"high-level\" image classifier black-box API for visual saliency map generation.\n",
"This is coined \"high-level\" because the API does not reveal how the input image and black-box classifier are utilized in generating the saliency heatmap.\n",
"\n",
"In this example use case, however, we already know that we have an external process to generate masks.\n",
"In this case, we can utilize a more specific, less-encompassing interface API to generate visual saliency heatmaps: ``GenerateClassifierConfidenceSaliency``.\n",
"This instead takes as input computed confidences for the input image, the image masks, and the computed confidences for images over which masks have been applied.\n",
"This also takes black-box classifier standardization out of scope since this API does not require invoking the black box: it assumes that the black box has already been invoked, leaving that up to the caller.\n",
"Previously formulated black-box classifiers using the `ClassifyImage` interface could of course still be used in this case.\n",
"\n",
"\n",
"\n",
"\n",
"The xaitk-saliency package additionally provides helper functions for application of masks to an image which can be found in the `xaitk_saliency.utils.masking` module (both batch and streaming versions are available).\n",
"\n",
"Below, we will show mask generation via the superpixel segmentation algorithm ``quickshift`` from the ``scikit-image`` package.\n",
"\n",
"Like in the previous example, this will necessarily require us to define some black-box classification model for us to introspect the saliency of.\n",
"We will fill this role here with a PyTorch Imagenet-pretrained ResNet18 network.\n",
"This will be wrapped up in an implementation of the `ClassifyImage` interface for input to our \"application.\"\n",
"This sub-classing standardizes classifier operation with our API to support the varying ways classification is performed across toolkits and applications.\n",
"\n",
"### Table of Contents\n",
"* [Set Up Environment](#Set-Up-Environment-superpixel)\n",
"* [The Test Image](#The-Test-Image-superpixel)\n",
"* [Black-Box Classifier](#Black-Box-Classifier-superpixel)\n",
"* [Superpixel Mask Generation](#Superpixel-Mask-Generation-superpixel)\n",
"* [Generating Saliency Maps](#Generating-Saliency-Maps-superpixel)\n",
"\n",
"### Miscellaneous\n",
"License for test image used may be found in 'COCO-LICENSE.txt'.\n",
"\n",
"#### References\n",
"1. Zeiler, Matthew D., and Rob Fergus. \"Visualizing and understanding convolutional networks.\" European conference on computer vision. Springer, Cham, 2014.\n",
"\n",
" \n",
"\n",
"To run this notebook in Colab, use the link below:\n",
"\n",
"[](https://colab.research.google.com/github/XAITK/xaitk-saliency/blob/master/docs/examples/SuperPixelSaliency.ipynb)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Set Up Environment \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": {},
"outputs": [],
"source": [
"import sys # noqa\n",
"\n",
"!{sys.executable} -m pip install -qU pip\n",
"!{sys.executable} -m pip install -q xaitk-saliency\n",
"!{sys.executable} -m pip install -q \"torch>=1.9.0\"\n",
"!{sys.executable} -m pip install -q \"torchvision>=0.10.0\""
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# The Test Image \n",
"We will test this application on the following image.\n",
"We know that this image contains the ImageNet classes of \"boxer\" and \"tiger cat\"."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import os\n",
"import urllib.request\n",
"\n",
"import matplotlib.pyplot as plt\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",
"_ = plt.imshow(PIL.Image.open(test_image_filename))"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Black-Box Classifier \n",
"In this example, we will use a basic PyTorch-based, pretrained ResNet18 model and use its softmax output as classification confidences.\n",
"Since this model normally outputs 1000 classes, we will, for simplicity of example, constrain the output to the two classes that we are relevant for our test image."
]
},
{
"cell_type": "code",
"execution_count": 3,
"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 numpy as np\n",
"import torch\n",
"import torchvision.models as models\n",
"import torchvision.transforms as transforms\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",
"categories = []\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",
"@torch.no_grad()\n",
"def blackbox_classifier(test_image: np.ndarray) -> np.ndarray:\n",
" \"\"\"Wrapper function to call the torch model\"\"\"\n",
" image_tensor = model_loader(test_image).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",
" return class_conf[sal_class_idxs]\n",
"\n",
"\n",
"blackbox_fill = np.uint8(np.asarray(model_mean) * 255)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Superpixel Mask Generation \n",
"We'll use the [Quick Shift](https://www.robots.ox.ac.uk/~vedaldi/assets/pubs/vedaldi08quick.pdf) segmentation algorithm to generate superpixels that can be used as masks for image perturbation. This technique is also commonly used in other black-box saliency algorithms such as [LIME](https://arxiv.org/abs/1602.04938) and [SHAP](https://arxiv.org/abs/1705.07874). Alternatively, we could create a new `PerturbImage` implementation, similar to the existing `SlidingWindow` and `RISEGrid` approaches."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Quickshift number of segments: 212\n"
]
}
],
"source": [
"# Make use of superpixel based mask generation\n",
"from skimage.segmentation import mark_boundaries, quickshift\n",
"\n",
"# Load the reference image\n",
"ref_image = np.asarray(PIL.Image.open(test_image_filename))\n",
"# Generate superpixel segments\n",
"segments = quickshift(ref_image, kernel_size=4, max_dist=200, ratio=0.2, rng=0)\n",
"# Print number of segments\n",
"num_segments = len(np.unique(segments))\n",
"print(f\"Quickshift number of segments: {num_segments}\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualize the superpixels on the image\n",
"plt.figure(figsize=(12, 8))\n",
"plt.axis(\"off\")\n",
"_ = plt.imshow(mark_boundaries(ref_image, segments))"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we'll convert these superpixel segments to binary perturbation masks in preparation for generating the corresponding perturbation images."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"pert_masks = np.empty((num_segments, *ref_image.shape[:2]), dtype=bool)\n",
"for i in range(num_segments):\n",
" pert_masks[i] = segments != i"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Generating Saliency Maps \n",
"We will use the occlusion-based saliency map generation method.\n",
"This implements the [above described](#fig1) `GenerateClassifierConfidenceSaliency` interface API."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"from xaitk_saliency.impls.gen_classifier_conf_sal.occlusion_scoring import OcclusionScoring\n",
"\n",
"sal_map_generator = OcclusionScoring()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we define a helper function for visualizing the generated results, with defined inputs for the following:\n",
" * the input image\n",
" * black-box classifier\n",
" * perturbation masks\n",
" * saliency map generation API implementation\n",
"\n",
"For the purposes of this tool, let's say that the input blackbox classifier must take in one image and output a 1D vector of per-class confidences (`Callable[[np.ndarray], np.ndarray]`) for simplicity."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from collections.abc import Iterable, Sequence\n",
"from typing import Callable, Optional, Union\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import PIL.Image\n",
"\n",
"from xaitk_saliency import GenerateClassifierConfidenceSaliency\n",
"from xaitk_saliency.utils.masking import occlude_image_batch\n",
"\n",
"\n",
"def app(\n",
" image_filepath: str,\n",
" blackbox_classify: Callable[[np.ndarray], np.ndarray],\n",
" pert_masks: Iterable[np.ndarray],\n",
" sal_map_generator: GenerateClassifierConfidenceSaliency,\n",
" fill: Optional[Union[int, Sequence[int]]] = None,\n",
" vis_mask_examples: bool = True,\n",
") -> None:\n",
" \"\"\"Helper function for visualizing the generated results\"\"\"\n",
" # Load the image\n",
" ref_image = np.asarray(PIL.Image.open(image_filepath))\n",
"\n",
" # Remember that we defined our own perturbation masks, and will\n",
" # now use a helper function to generate perturbation images\n",
" pert_imgs = occlude_image_batch(ref_image, pert_masks, fill)\n",
" print(f\"Perterbed images: {pert_imgs.shape[0]}\")\n",
"\n",
" # Visualize some example perturbed images before heading into blackbox classification\n",
" if vis_mask_examples:\n",
" n = 4\n",
" print(f\"Visualizing {n} random perturbed images...\")\n",
" rng = np.random.default_rng(seed=0)\n",
" rng_idx_lst = sorted(rng.integers(0, len(pert_imgs) - 1, n))\n",
" plt.figure(figsize=(n * 4, 4))\n",
" for i, rnd_i in enumerate(rng_idx_lst):\n",
" plt.subplot(1, n, i + 1)\n",
" plt.title(f\"pert_imgs[{rnd_i}]\")\n",
" plt.axis(\"off\")\n",
" plt.imshow(pert_imgs[rnd_i])\n",
"\n",
" # For the saliency heatmap generation API we need reference image predictions as well as\n",
" # the predictions for each of the perturbed images.\n",
" ref_preds = blackbox_classify(ref_image)\n",
" print(f\"Ref preds: {ref_preds.shape}\")\n",
" pert_preds = np.asarray([blackbox_classify(pi) for pi in pert_imgs])\n",
" print(f\"Pert preds: {pert_preds.shape}\")\n",
"\n",
" sal_maps = sal_map_generator(ref_preds, pert_preds, pert_masks)\n",
" print(f\"Saliency maps: {sal_maps.shape}\")\n",
"\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\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we'll call our helper function and visualize the superpixel-based saliency maps."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Perterbed images: 212\n",
"Visualizing 4 random perturbed images...\n",
"Ref preds: (2,)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/local/KHQ/paul.tunison/.cache/pypoetry/virtualenvs/xaitk-saliency-b8zmqbMt-py3.8/lib/python3.8/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at /pytorch/c10/core/TensorImpl.h:1156.)\n",
" return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Pert preds: (212, 2)\n",
"Saliency maps: (2, 480, 640)\n",
"Class 0 saliency map range: [-1.0, 0.5285792946815491]\n",
"Class 1 saliency map range: [-0.8092064261436462, 1.0]\n"
]
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"app(\n",
" test_image_filename,\n",
" blackbox_classifier,\n",
" pert_masks,\n",
" sal_map_generator,\n",
" fill=blackbox_fill,\n",
")"
]
}
],
"metadata": {
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