{ "cells": [ { "cell_type": "code", "execution_count": 97, "id": "ae162154-97a7-4843-8baa-9b4de342badf", "metadata": { "tags": [] }, "outputs": [], "source": [ "import os\n", "import random\n", "import torch\n", "import torch.nn as nn\n", "from torchvision import models, transforms\n", "import matplotlib.pyplot as plt\n", "from PIL import Image\n", "from consts import FONT_ALLOWLIST" ] }, { "cell_type": "code", "execution_count": 98, "id": "81bab40c-a508-42be-9fe8-4780b9939ab5", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Load the saved model from disk\n", "model = models.resnet18(weights=models.ResNet18_Weights.DEFAULT)\n", "num_classes = len(FONT_ALLOWLIST) # Replace with the number of font classes you have\n", "model.fc = nn.Linear(model.fc.in_features, num_classes)\n", "model.load_state_dict(torch.load('font_identifier_model.pth'))\n", "\n", "# Define the transformations for the input image\n", "data_transforms = transforms.Compose([\n", " transforms.Grayscale(num_output_channels=3), # Convert images to grayscale with 3 channels\n", " transforms.RandomCrop((224, 224)), # Resize images to the expected input size of the model\n", " transforms.ToTensor(), # Convert images to PyTorch tensors\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) # Normalize with ImageNet stats\n", "])" ] }, { "cell_type": "code", "execution_count": 106, "id": "5544e498-1214-4007-a977-fde9aa6a28aa", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Choose a random test image to classify\n", "test_dir = './train_test_images/test'\n", "\n", "# Load the test classes and sort them\n", "test_classes = os.listdir(test_dir)\n", "test_classes.sort()\n", "\n", "random_class = random.choice(test_classes)\n", "random_image = random.choice(os.listdir(os.path.join(test_dir, random_class)))\n", "image_path = os.path.join(test_dir, random_class, random_image)\n", "\n", "# Load the image and apply the transformations\n", "image = Image.open(image_path)\n", "image_tensor = data_transforms(image).unsqueeze(0)\n", "\n", "# Classify the image using the trained model\n", "model.eval()\n", "with torch.no_grad():\n", " output = model(image_tensor)\n", " _, predicted = torch.max(output, 1)\n", "\n", "# Set the color of the title based on whether the predicted font is correct or not\n", "if test_classes[predicted.item()] == random_class:\n", " color = 'darkgreen'\n", "else:\n", " color = 'red'\n", "\n", "# Show the image with the predicted and real font names\n", "plt.imshow(image)\n", "plt.title(f\"Predicted font: {test_classes[predicted.item()]}, Real font: {random_class}\", color=color)\n", "plt.axis('off')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "t2_analyze", "language": "python", "name": "t2_analyze" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 5 }