{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Grad-CAM for image classification (Tensorflow)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is an example of Grad-CAM on image classification with a Tensorflow 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 numpy as np\n", "import tensorflow as tf\n", "from tensorflow.keras.applications import mobilenet_v2\n", "from PIL import Image as PilImage\n", "\n", "from omnixai.data.image import Image\n", "from omnixai.preprocessing.image import Resize\n", "from omnixai.explainers.vision.specific.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 resizes them to (224, 224)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Load the test image\n", "img = Resize((224, 224)).transform(Image(PilImage.open('../data/images/dog_cat_2.png').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": [ "In this example, we apply a MobileNetV2 model for image classification." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "model = mobilenet_v2.MobileNetV2(include_top=True, weights='imagenet', classes=1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The preprocessing function takes an `Image` instance as its input and outputs the processed features that the ML model consumes. In this example, each image in the `Image` object is transformed via `tf.keras.preprocessing.image.img_to_array` followed by `mobilenet_v2.preprocess_input`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# The preprocessing function\n", "def preprocess(images):\n", " data = []\n", " for i in range(len(images)):\n", " im = tf.keras.preprocessing.image.img_to_array(images[i].to_pil())\n", " data.append(np.expand_dims(im, axis=0))\n", " data = np.concatenate(data, axis=0)\n", " mobilenet_v2.preprocess_input(data)\n", " return data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check the predicted labels of this test image." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "((243, 'bull_mastiff'), (242, 'boxer'), (282, 'tiger_cat'), (281, 'tabby'), (292, 'tiger'))\n" ] } ], "source": [ "input_img = preprocess(img)\n", "predictions = model.predict(input_img)\n", "top_indices = np.argsort(predictions)[0, ::-1][:5]\n", "r = tuple((i, idx2label[i]) for i in top_indices)\n", "print(r)" ] }, { "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": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "explainer = GradCAM(\n", " model=model,\n", " target_layer=model.layers[-5],\n", " preprocess_function=preprocess\n", ")\n", "# Explain the top label\n", "explanations = explainer.explain(img)\n", "explanations.ipython_plot(index=0, class_names=idx2label)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Explain another label\n", "explanations = explainer.explain(img, y=[281])\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 }