{ "cells": [ { "cell_type": "markdown", "id": "c3f7a82a", "metadata": {}, "source": [ "# Tutorial: Using DRISE to Explain Object Detection Models" ] }, { "cell_type": "markdown", "id": "a9ac53df", "metadata": {}, "source": [ "## Introduction\n", "This tutorial demonstrates how to use the **DRISE (Detector Randomized Input Sampling for Explanation)** method to generate **saliency maps** for black-box object detectors.\n", "\n", "Black box object detectors are able to both localize and classify different objects in a single image. To see saliency map generation for classifying an image, see `Tutorial: Using Occlusion-based Saliency to Explain Image Classification Models`.\n", "\n", "DRISE is a perturbation-based **saliency map generation technique** that helps interpret model decisions by analyzing how input modifications affect output predictions. DRISE is specifically made for object detection models and should not be used for image classification.\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/DRISE.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": "markdown", "id": "828409df", "metadata": {}, "source": [ "## The Test Image\n", "We will test this application on the following image from [MS-COCO](https://cocodataset.org/#home).\n", "We know that this image contains the MS-COCO classes of \"dog\" and \"cat\"." ] }, { "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-detection\n", "!{sys.executable} -m pip install -q xaitk-saliency" ] }, { "cell_type": "code", "execution_count": 1, "id": "6b1b859e", "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", "# Test image to be explained\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", "id": "d17c92fd", "metadata": {}, "source": [ "## Load a Pre-trained Object Detection Model\n", "In this example we will use a PyTorch-based, pretrained, [Faster-RCNN](https://arxiv.org/abs/1506.01497) object detector with a ResNet50 backbone.\n", "\n", "The ResNetFRCNN class from SMQTK-Detection provides this as a `smqtk_detection.DetectImageObjects` implementation, as required for use with the `GenerateObjectDetectorBlackboxSaliency` interface. Any `smqtk_detection.DetectImageObjects` implementation can be used as the blackbox model for saliency generation. For an example of swapping models, see the How-Tos guides. \n", "\n", "The [DRISE](https://arxiv.org/abs/2006.03204) algorithm uses these class probabilities for computing similarity between reference and perturbed detections." ] }, { "cell_type": "code", "execution_count": 2, "id": "5a005c97", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "import numpy as np\n", "import torch\n", "from smqtk_detection.impls.detect_image_objects.resnet_frcnn import ResNetFRCNN\n", "\n", "warnings.filterwarnings(\"ignore\", category=UserWarning)\n", "\n", "CUDA_AVAILABLE = torch.cuda.is_available()\n", "\n", "blackbox_detector = ResNetFRCNN(box_thresh=0.05, img_batch_size=1, use_cuda=CUDA_AVAILABLE)\n", "\n", "model_mean = [0.485, 0.456, 0.406]\n", "blackbox_fill = np.uint8(np.asarray(model_mean) * 255)" ] }, { "cell_type": "markdown", "id": "fbdd839b", "metadata": {}, "source": [ "Before we can generate saliency maps, we first needs to define bounding boxes on objects to detect. We will use the first two predictions as our reference detections." ] }, { "cell_type": "code", "execution_count": 3, "id": "dbcc9bce", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.patches as patches\n", "import matplotlib.pyplot as plt\n", "\n", "# Our reference detections are the first two predictions in the list\n", "img_preds = list(list(blackbox_detector([ref_image]))[0])\n", "ref_preds = img_preds[:2]\n", "\n", "# For the saliency heatmap generation API we need reference image detections\n", "# split into seperate bounding boxes and class score matrices\n", "ref_bboxes = []\n", "ref_scores = []\n", "for det in ref_preds:\n", " bbox = det[0]\n", " ref_bboxes.append(\n", " [\n", " *bbox.min_vertex,\n", " *bbox.max_vertex,\n", " ],\n", " )\n", "\n", " score_dict = det[1]\n", " ref_scores.append(list(score_dict.values()))\n", "\n", "ref_bboxes = np.array(ref_bboxes)\n", "ref_scores = np.array(ref_scores)\n", "\n", "_, axs = plt.subplots(1, 2, figsize=(10, 4))\n", "for i, bbox in enumerate(ref_bboxes):\n", " axs[i].imshow(ref_image)\n", " rect = patches.Rectangle(\n", " (bbox[0], bbox[1]),\n", " bbox[2] - bbox[0],\n", " bbox[3] - bbox[1],\n", " linewidth=1,\n", " edgecolor=\"r\",\n", " facecolor=\"none\",\n", " )\n", " axs[i].add_patch(rect)\n", " axs[i].set_title(f\"Detection #{i + 1}\")\n", " axs[i].axis(\"off\")" ] }, { "cell_type": "markdown", "id": "6eef291c", "metadata": {}, "source": [ "## Define the Saliency Algorithm\n", "Here we will instantiate our `GenerateObjectDetectorBlackboxSaliency` implementation that combines image perturbation and detector-based saliency map generation into one call. We will use `DRISEStack` which is comprised of the `RISEGrid` and `DRISEScoring` image perturbation and saliency map generation methods, respectively.\n", "\n", "For `DRISEStack`, there are three parameters that affect saliency generation: `n`, `s`, `p1`. `n` is the number of masks, `s` is the spatial resolution of the small masking grid, and `p1` is the probability of the grid cell to be set to 1." ] }, { "cell_type": "code", "execution_count": 4, "id": "eb3aa40c", "metadata": {}, "outputs": [], "source": [ "from xaitk_saliency.impls.gen_object_detector_blackbox_sal.drise import DRISEStack\n", "\n", "sal_generator = DRISEStack(n=200, s=8, p1=0.5, seed=0, threads=4)" ] }, { "cell_type": "markdown", "id": "710f3e03", "metadata": {}, "source": [ "Now that we have reference detections, a saliency map generator, and a blackbox detector, we are ready to generate saliency maps. The section below will generate saliency maps." ] }, { "cell_type": "code", "execution_count": 5, "id": "ce64745d", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import PIL.Image\n", "\n", "# Set our saliency generator to use the specified fill\n", "sal_generator.fill = blackbox_fill\n", "\n", "sal_maps = sal_generator.generate(\n", " ref_image,\n", " ref_bboxes,\n", " ref_scores,\n", " blackbox_detector,\n", ")" ] }, { "cell_type": "markdown", "id": "3baf30e6", "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.\n", "\n", "Unlike other saliency map generation methods, the alignment of the bounding box is also a factor for DRISE saliency map generation. For more information, see the _Reference_ section for code documentation.\n", "\n", "**Note**: DRISE saliency maps tend to have a small range of values. Be sure to check the range of the colormap to your understanding of the saliency map is correct." ] }, { "cell_type": "markdown", "id": "8efee7c7", "metadata": {}, "source": [ "The image below is the saliency map generated for the dog in the test image. You can see the dog's back had the highest class confidence because of the bright red section. The yellow sections around the dog's body also had an a positive effect on class confidence. The other parts of the image (curtains, floors, etc.) had a relatively low effect on the prediction. " ] }, { "cell_type": "code", "execution_count": 11, "id": "8bbe0221", "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", "bbox = ref_bboxes[0]\n", "plt.figure(figsize=(12, 8))\n", "plt.axis(\"off\")\n", "plt.imshow(ref_image, alpha=0.7)\n", "plt.clim(-1, 1)\n", "plt.imshow(sal_maps[0], cmap=\"jet\", alpha=0.3)\n", "ax = plt.gca()\n", "rect = patches.Rectangle(\n", " (bbox[0], bbox[1]),\n", " bbox[2] - bbox[0],\n", " bbox[3] - bbox[1],\n", " linewidth=1,\n", " edgecolor=\"r\",\n", " facecolor=\"none\",\n", ")\n", "ax.add_patch(rect)\n", "_ = plt.colorbar(**colorbar_kwargs)" ] }, { "cell_type": "markdown", "id": "cbbe6a77", "metadata": {}, "source": [ "The image below is the saliency map generated for the cat in the test image. You can see the cat's legs have the highest class confidence for predicting the cat while the dog's face and the curtains have a relatively low effect on class confidence. " ] }, { "cell_type": "code", "execution_count": 13, "id": "c33d4fc2", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bbox = ref_bboxes[1]\n", "plt.figure(figsize=(12, 8))\n", "plt.axis(\"off\")\n", "plt.imshow(ref_image, alpha=0.7)\n", "plt.clim(-1, 1)\n", "plt.imshow(sal_maps[1], cmap=\"jet\", alpha=0.3)\n", "ax = plt.gca()\n", "rect = patches.Rectangle(\n", " (bbox[0], bbox[1]),\n", " bbox[2] - bbox[0],\n", " bbox[3] - bbox[1],\n", " linewidth=1,\n", " edgecolor=\"r\",\n", " facecolor=\"none\",\n", ")\n", "ax.add_patch(rect)\n", "_ = plt.colorbar(**colorbar_kwargs)" ] }, { "cell_type": "markdown", "id": "7d6c4bea", "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.\n", "\n", "## Further Reading\n", "\n", "- [Original D-RISE Paper](https://arxiv.org/abs/2006.03204)\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 }