diff --git a/tutorials/LRP_TorchVision_Tutorial.ipynb b/tutorials/LRP_TorchVision_Tutorial.ipynb new file mode 100644 index 0000000000..f7dfb74a23 --- /dev/null +++ b/tutorials/LRP_TorchVision_Tutorial.ipynb @@ -0,0 +1,235 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# LRP Tutorial for Pretrained VGG16 Model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook demonstrates how to apply the Layer-Wise Relevance Propagation (LRP) algorithm on a pre-trained VGG16 model using a sample image. The relevance of each pixel is visualized by overlaying them on the example image. Further details regarding the operating principles of LRP can be found at [heatmapping.org](http://heatmapping.org/) and [here](https://www.springerprofessional.de/layer-wise-relevance-propagation-an-overview/17153814).\n", + "\n", + "The tutorial uses the same sample image and rule configuration as in [this](https://git.tu-berlin.de/gmontavon/lrp-tutorial) PyTorch implementation.\n", + "\n", + "\n", + "\n", + "\n", + "Note: Before running this tutorial, please install the torchvision and PIL packages.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from PIL import Image\n", + "from torchvision import models, transforms\n", + "\n", + "from captum.attr import LRP\n", + "from captum.attr import visualization as viz\n", + "from captum.attr._utils.lrp_rules import EpsilonRule, GammaRule" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Loads the sample image and performs the appropriate normalizing steps." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "transform = transforms.Compose([\n", + " transforms.Resize(256),\n", + " transforms.CenterCrop(224),\n", + " transforms.ToTensor()\n", + "])\n", + "\n", + "transform_normalize = transforms.Normalize(\n", + " mean=[0.485, 0.456, 0.406],\n", + " std=[0.229, 0.224, 0.225]\n", + " )\n", + "\n", + "img = Image.open('img/resnet/swan-3299528_1280.jpg')\n", + "\n", + "transformed_img = transform(img)\n", + "\n", + "input = transform_normalize(transformed_img)\n", + "input = input.unsqueeze(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Loads pre-trained VGG16 model and sets it to eval mode." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = models.vgg16(pretrained=True)\n", + "model.eval()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The model must not use inplace ReLU activations, as we need the activations of the single layers for the backpropagation of the activation. So we deactivate the inplace functionality with the following lines." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "for module in model.modules():\n", + " if isinstance(module, torch.nn.ReLU):\n", + " module.inplace=False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Direct generation of LRP attribution. The default Epsilon-Rule is used for every layer. As one see in the generated output image, this does not bring many new insights as the heatmap does not focus well on the image content." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jwkuenzel/projects/captum/captum/_utils/gradient.py:57: UserWarning: Input Tensor 0 did not already require gradients, required_grads has been set automatically.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lrp = LRP(model)\n", + "attribution = lrp.attribute(input, target=99, verbose=False) # goose -> 99\n", + "attribution = attribution.squeeze().permute(1, 2, 0).detach().numpy()\n", + "\n", + "_ = viz.visualize_image_attr(\n", + " attribution,\n", + " img,\n", + " method='blended_heat_map',\n", + " sign='all',\n", + " show_colorbar=True,\n", + " title='Overlayed LRP',\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But one can assign different rules to every layer. This is a crucial step to get expressive heatmaps. In the literature, one can find recommendations on when to use which layer. Currently implemented in captum are LRP-Epsilon, LRP-0, LRP-Gamma, LRP-Alpha-Beta, and the Identity-Rule.\n", + "\n", + "In the next steps, a list of all layers is generated and a rule is assigned to each one.\n", + "\n", + "Reference for recommendations on how to set the rules: *Kohlbrenner, M.; Bauer, A.; Nakajima, S.; Binder, A.; Samek, W.; Lapuschkin, S. Towards best practice in explaining neural network decisions with LRP. In Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN), Glasgow, UK, 19–24 July 2020*" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "layers = list(model._modules['features']) + list(model._modules['classifier'])\n", + "number_layers = len(layers)\n", + "\n", + "for idx_layer in range(1, number_layers)[::-1]:\n", + " if idx_layer <= 16:\n", + " setattr(layers[idx_layer], 'rule', GammaRule())\n", + " if 17 <= idx_layer <= 30:\n", + " setattr(layers[idx_layer], 'rule', EpsilonRule())\n", + " if idx_layer >= 31:\n", + " setattr(layers[idx_layer], 'rule', EpsilonRule(epsilon=0)) # LRP-0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "lrp = LRP(model)\n", + "attribution = lrp.attribute(input, target=99, verbose=True) # goose -> 99\n", + "attribution = attribution.squeeze().permute(1, 2, 0).detach().numpy()\n", + "\n", + "_ = viz.visualize_image_attr(\n", + " attribution,\n", + " img,\n", + " method='blended_heat_map',\n", + " sign='all',\n", + " show_colorbar=True,\n", + " title='Overlayed LRP',\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With the verbose parameter, one can check the correct application of the rules in the generated output. As one can see in the generated output image, the heatmap shows clearly positive attributions for the beak of the swan." + ] + } + ], + "metadata": { + "interpreter": { + "hash": "baf1d59f95ed3fb4b6dc46dc2ea79a5db4ad151740cd6bbb0a4f7d6234d87274" + }, + "kernelspec": { + "display_name": "Python 3.9.12 ('captum-env')", + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}