{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Grad-CAM for image classification (PyTorch)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is an example of Grad-CAM on image classification with a PyTorch model. If using this explainer, please cite \"Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization, Selvaraju et al., https://arxiv.org/abs/1610.02391\"." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# This default renderer is used for sphinx docs only. Please delete this cell in IPython.\n", "import plotly.io as pio\n", "pio.renderers.default = \"png\"" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import json\n", "import torch\n", "from torchvision import models, transforms\n", "from PIL import Image as PilImage\n", "\n", "from omnixai.data.image import Image\n", "from omnixai.explainers.vision.specific.gradcam.pytorch.gradcam import GradCAM" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We recommend using `Image` to represent a batch of images. `Image` can be constructed from a numpy array or a Pillow image. The following code loads one test image and the class names on ImageNet." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Load the test image\n", "img = Image(PilImage.open('../data/images/camera.jpg').convert('RGB'))\n", "# Load the class names\n", "with open('../data/images/imagenet_class_index.json', 'r') as read_file:\n", " class_idx = json.load(read_file)\n", " idx2label = [class_idx[str(k)][1] for k in range(len(class_idx))]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model considered here is a ResNet model pretrained on ImageNet. The preprocessing function takes an `Image` instance as its input and outputs the processed features that the ML model consumes. In this example, the `Image` object is converted into a torch tensor via the defined `transform`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# A ResNet Model\n", "model = models.resnet50(pretrained=True)\n", "# The preprocessing model\n", "transform = transforms.Compose([\n", " transforms.Resize(256),\n", " transforms.CenterCrop(224),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n", "])\n", "preprocess = lambda ims: torch.stack([transform(im.to_pil()) for im in ims])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To initialize `GradCAM`, we need to set the following parameters:\n", "\n", " - `model`: The ML model to explain, e.g., `tf.keras.Model` or `torch.nn.Module`.\n", " - `preprocess`: The preprocessing function converting the raw data (a `Image` instance) into the inputs of `model`.\n", " - `target_layer`: The target convolutional layer for explanation, which can be `tf.keras.layers.Layer` or `torch.nn.Module`.\n", " - `mode`: The task type, e.g., \"classification\" or \"regression\"." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "explainer = GradCAM(\n", " model=model,\n", " target_layer=model.layer4[-1],\n", " preprocess_function=preprocess\n", ")\n", "# Explain the top label\n", "explanations = explainer.explain(img)\n", "explanations.ipython_plot(index=0, class_names=idx2label)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 2 }