{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "3e172c81-02a3-42da-b4fb-c635a06aaba7", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: seaborn in C:\\Users\\noora\\anaconda3\\envs\\torch_gpu\\Lib\\site-packages (0.13.2)\n", "Requirement already satisfied: numpy!=1.24.0,>=1.20 in C:\\Users\\noora\\anaconda3\\envs\\torch_gpu\\Lib\\site-packages (from seaborn) (2.4.3)\n", "Requirement already satisfied: pandas>=1.2 in C:\\Users\\noora\\anaconda3\\envs\\torch_gpu\\Lib\\site-packages (from seaborn) (3.0.2)\n", "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in C:\\Users\\noora\\anaconda3\\envs\\torch_gpu\\Lib\\site-packages (from seaborn) (3.10.9)\n", "Requirement already satisfied: contourpy>=1.0.1 in C:\\Users\\noora\\anaconda3\\envs\\torch_gpu\\Lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.3.3)\n", "Requirement already satisfied: cycler>=0.10 in 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python-dateutil>=2.7 in C:\\Users\\noora\\anaconda3\\envs\\torch_gpu\\Lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.9.0.post0)\n", "Requirement already satisfied: tzdata in C:\\Users\\noora\\anaconda3\\envs\\torch_gpu\\Lib\\site-packages (from pandas>=1.2->seaborn) (2026.2)\n", "Requirement already satisfied: six>=1.5 in C:\\Users\\noora\\anaconda3\\envs\\torch_gpu\\Lib\\site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.17.0)\n" ] } ], "source": [ "!pip install seaborn" ] }, { "cell_type": "code", "execution_count": 3, "id": "87f2cf66-386e-4407-b056-f7bbecc29fb2", "metadata": {}, "outputs": [], "source": [ "import torch\n", "import torch.nn as nn\n", "from torchvision import models\n", "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score, f1_score\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import json\n", "from tqdm import tqdm" ] }, { "cell_type": "code", "execution_count": 4, "id": "dcec22af-3128-4029-995b-264d1a78b8c8", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: pillow in C:\\Users\\noora\\anaconda3\\envs\\torch_gpu\\Lib\\site-packages (12.1.1)\n", "Requirement already satisfied: opencv-python in C:\\Users\\noora\\anaconda3\\envs\\torch_gpu\\Lib\\site-packages (4.13.0.92)\n", "Requirement already satisfied: numpy>=2 in C:\\Users\\noora\\anaconda3\\envs\\torch_gpu\\Lib\\site-packages (from opencv-python) (2.4.3)\n", "Requirement already satisfied: torch in C:\\Users\\noora\\anaconda3\\envs\\torch_gpu\\Lib\\site-packages (2.11.0+cu130)\n", "Requirement already satisfied: filelock in C:\\Users\\noora\\anaconda3\\envs\\torch_gpu\\Lib\\site-packages (from torch) (3.25.2)\n", "Requirement already satisfied: typing-extensions>=4.10.0 in C:\\Users\\noora\\anaconda3\\envs\\torch_gpu\\Lib\\site-packages (from torch) (4.15.0)\n", "Requirement already 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[ "Class 2 Epoch 2, Total Loss: 4.0111\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Class 2: removed 5 samples\n", "\n", "Balancing train dataset...\n", "Before balancing: {np.int64(0): np.int64(2403), np.int64(1): np.int64(1273), np.int64(2): np.int64(1277)}\n", "After balancing: {np.int64(0): np.int64(1273), np.int64(1): np.int64(1273), np.int64(2): np.int64(1273)}\n", "Classes: ['BACTERIAL_PNEUMONIA', 'NORMAL', 'VIRAL_PNEUMONIA']\n", "Train size: 3819\n", "Validation size: 186\n", "Test size: 604\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [0.007843137..1.0775862].\n", "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [0.007843137..1.0656123].\n", "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [0.0..1.005743].\n", "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [0.0..1.0815775].\n", "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [0.0..1.0616211].\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "šŸ”¹ Train Dataset\n", "Class Distribution:\n", "\n", "BACTERIAL_PNEUMONIA: 1273 (33.33%)\n", "NORMAL: 1273 (33.33%)\n", "VIRAL_PNEUMONIA: 1273 (33.33%)\n", "\n", "šŸ”¹ Test Dataset\n", "Class Distribution:\n", "\n", "BACTERIAL_PNEUMONIA: 234 (38.74%)\n", "NORMAL: 227 (37.58%)\n", "VIRAL_PNEUMONIA: 143 (23.68%)\n", "šŸ”¹ Validation Dataset\n", "Class Distribution:\n", "\n", "BACTERIAL_PNEUMONIA: 62 (33.33%)\n", "NORMAL: 62 (33.33%)\n", "VIRAL_PNEUMONIA: 62 (33.33%)\n" ] } ], "source": [ "import import_ipynb\n", "import Preprocessing_Pipeline as prep" ] }, { "cell_type": "code", "execution_count": 5, "id": "facfbe2b-5c07-4e59-826c-1d8d87dd56e8", "metadata": {}, "outputs": [], "source": [ "with open(\"classes.json\", \"r\") as f:\n", " class_names = json.load(f)\n", "\n", "num_classes = len(class_names)" ] }, { "cell_type": "code", "execution_count": 6, "id": "40273f4c-9ec6-497b-80d4-c1d4fa129225", "metadata": {}, "outputs": [], "source": [ "def build_model(model_name):\n", " if model_name == \"resnet50\":\n", " model = models.resnet50(weights=None)\n", " model.fc = nn.Sequential(\n", " nn.Dropout(0.5),\n", " nn.Linear(model.fc.in_features, num_classes)\n", " )\n", "\n", " elif model_name == \"efficientnet\":\n", " model = models.efficientnet_b4(weights=None)\n", " model.classifier = nn.Sequential(\n", " nn.Dropout(0.5),\n", " nn.Linear(model.classifier[1].in_features, num_classes)\n", " )\n", "\n", " elif model_name == \"convnext\":\n", " model = models.convnext_base(weights=None)\n", " model.classifier[2] = nn.Linear(\n", " model.classifier[2].in_features,\n", " num_classes\n", " )\n", "\n", " return model" ] }, { "cell_type": "code", "execution_count": 7, "id": "aad2cfda-3420-4e0c-8dfa-a39d5ce6ec86", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Models loaded: ['ResNet50', 'EfficientNet-B4', 'ConvNeXt']\n" ] } ], "source": [ "DEVICE = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "\n", "model_paths = {\n", " \"ResNet50\": \"resnet50_pneumonia.pth\",\n", " \"EfficientNet-B4\": \"EfficientNet-B4_pneumonia.pth\",\n", " \"ConvNeXt\": \"ConvNeXt_pneumonia.pth\"\n", "}\n", "\n", "models_dict = {}\n", "\n", "for name, path in model_paths.items():\n", " model = build_model(name.lower().split(\"-\")[0])\n", " model.load_state_dict(torch.load(path, map_location=DEVICE))\n", " model = model.to(DEVICE)\n", " model.eval()\n", " models_dict[name] = model\n", "\n", "print(\"Models loaded:\", list(models_dict.keys()))" ] }, { "cell_type": "code", "execution_count": 8, "id": "6a57099a-6505-4a0c-aaff-8612a68f278e", "metadata": {}, "outputs": [], "source": [ "def evaluate_model(model, loader):\n", " all_preds = []\n", " all_labels = []\n", "\n", " with torch.no_grad():\n", " for images, labels in tqdm(loader):\n", " images = images.to(DEVICE)\n", "\n", " outputs = model(images)\n", " _, preds = torch.max(outputs, 1)\n", "\n", " all_preds.extend(preds.cpu().numpy())\n", " all_labels.extend(labels.numpy())\n", "\n", " return np.array(all_labels), np.array(all_preds)" ] }, { "cell_type": "code", "execution_count": 16, "id": "8544c5b2-5b15-4264-9b29-5c54020c0d84", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Evaluating ResNet50...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|ā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆ| 10/10 [00:33<00:00, 3.38s/it]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ResNet50 -> Accuracy: 0.8129, F1: 0.8154\n", "\n", "Evaluating EfficientNet-B4...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|ā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆ| 10/10 [00:29<00:00, 3.00s/it]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "EfficientNet-B4 -> Accuracy: 0.6209, F1: 0.5937\n", "\n", "Evaluating ConvNeXt...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|ā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆā–ˆ| 10/10 [00:32<00:00, 3.27s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ConvNeXt -> Accuracy: 0.7219, F1: 0.7212\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "results = {}\n", "\n", "for name, model in models_dict.items():\n", " print(f\"\\nEvaluating {name}...\")\n", "\n", " y_true, y_pred = evaluate_model(model, prep.test_loader)\n", "\n", " acc = accuracy_score(y_true, y_pred)\n", " f1 = f1_score(y_true, y_pred, average='weighted')\n", "\n", " results[name] = {\n", " \"y_true\": y_true,\n", " \"y_pred\": y_pred,\n", " \"accuracy\": acc,\n", " \"f1\": f1\n", " }\n", "\n", " print(f\"{name} -> Accuracy: {acc:.4f}, F1: {f1:.4f}\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "304011d0-4b19-48e8-976a-176dc6082cbb", "metadata": {}, "outputs": [], "source": [ "def plot_conf_matrix(y_true, y_pred, title):\n", " cm = confusion_matrix(y_true, y_pred)\n", "\n", " plt.figure(figsize=(5,4))\n", " sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\",\n", " xticklabels=class_names,\n", " yticklabels=class_names)\n", "\n", " plt.title(title)\n", " plt.xlabel(\"Predicted\")\n", " plt.ylabel(\"Actual\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "id": "dbadf6ec-ebba-4d75-8555-1df4db7d20c3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for name, res in results.items():\n", " plot_conf_matrix(res[\"y_true\"], res[\"y_pred\"], f\"{name} Confusion Matrix\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "53392ff3-1e9d-4aed-a59f-90fd1d6943c1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "ResNet50 Classification Report:\n", "\n", " precision recall f1-score support\n", "\n", "BACTERIAL_PNEUMONIA 0.88 0.78 0.82 234\n", " NORMAL 0.87 0.86 0.86 227\n", " VIRAL_PNEUMONIA 0.66 0.80 0.72 143\n", "\n", " accuracy 0.81 604\n", " macro avg 0.80 0.81 0.80 604\n", " weighted avg 0.82 0.81 0.82 604\n", "\n", "\n", "EfficientNet-B4 Classification Report:\n", "\n", " precision recall f1-score support\n", "\n", "BACTERIAL_PNEUMONIA 0.86 0.55 0.67 234\n", " NORMAL 0.52 0.95 0.67 227\n", " VIRAL_PNEUMONIA 0.78 0.22 0.35 143\n", "\n", " accuracy 0.62 604\n", " macro avg 0.72 0.57 0.56 604\n", " weighted avg 0.71 0.62 0.59 604\n", "\n", "\n", "ConvNeXt Classification Report:\n", "\n", " precision recall f1-score support\n", "\n", "BACTERIAL_PNEUMONIA 0.76 0.81 0.78 234\n", " NORMAL 0.75 0.65 0.70 227\n", " VIRAL_PNEUMONIA 0.63 0.70 0.66 143\n", "\n", " accuracy 0.72 604\n", " macro avg 0.71 0.72 0.71 604\n", " weighted avg 0.72 0.72 0.72 604\n", "\n" ] } ], "source": [ "for name, res in results.items():\n", " print(f\"\\n{name} Classification Report:\\n\")\n", " print(classification_report(res[\"y_true\"], res[\"y_pred\"], target_names=class_names))" ] }, { "cell_type": "code", "execution_count": 20, "id": "cd5be036-fb34-4c28-a1c2-a32067b49bd3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ModelAccuracyF1 Score
0ResNet500.8129140.815410
2ConvNeXt0.7218540.721201
1EfficientNet-B40.6208610.593703
\n", "
" ], "text/plain": [ " Model Accuracy F1 Score\n", "0 ResNet50 0.812914 0.815410\n", "2 ConvNeXt 0.721854 0.721201\n", "1 EfficientNet-B4 0.620861 0.593703" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "comparison = []\n", "\n", "for name, res in results.items():\n", " comparison.append({\n", " \"Model\": name,\n", " \"Accuracy\": res[\"accuracy\"],\n", " \"F1 Score\": res[\"f1\"]\n", " })\n", "\n", "df = pd.DataFrame(comparison)\n", "df = df.sort_values(by=\"F1 Score\", ascending=False)\n", "\n", "df" ] }, { "cell_type": "code", "execution_count": 21, "id": "15d9a347-a125-4afe-b14e-95e859d9be38", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.set_index(\"Model\")[[\"Accuracy\", \"F1 Score\"]].plot(kind=\"bar\")\n", "plt.title(\"Model Comparison\")\n", "plt.ylabel(\"Score\")\n", "plt.xticks(rotation=0)\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "id": "1a955736-b5e9-4c88-9425-198f414c1605", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "šŸ”¹ Train Dataset\n", "Class Distribution:\n", "\n", "BACTERIAL_PNEUMONIA: 1273 (33.33%)\n", "NORMAL: 1273 (33.33%)\n", "VIRAL_PNEUMONIA: 1273 (33.33%)\n", "\n", "šŸ”¹ Test Dataset\n", "Class Distribution:\n", "\n", "BACTERIAL_PNEUMONIA: 234 (38.74%)\n", "NORMAL: 227 (37.58%)\n", "VIRAL_PNEUMONIA: 143 (23.68%)\n" ] } ], "source": [ "from collections import Counter\n", "\n", "def get_class_distribution(dataset, class_names):\n", " counts = Counter(dataset.targets)\n", " total = sum(counts.values())\n", "\n", " print(\"Class Distribution:\\n\")\n", " for i, name in enumerate(class_names):\n", " count = counts[i]\n", " percentage = (count / total) * 100\n", " print(f\"{name}: {count} ({percentage:.2f}%)\")\n", "\n", "# Train\n", "print(\"šŸ”¹ Train Dataset\")\n", "get_class_distribution(prep.train_loader.dataset, prep.train_loader.dataset.classes)\n", "\n", "# Test\n", "print(\"\\nšŸ”¹ Test Dataset\")\n", "get_class_distribution(prep.test_loader.dataset, prep.test_loader.dataset.classes)" ] }, { "cell_type": "code", "execution_count": null, "id": "369787c7-8cd0-4df4-af8a-36f2f39ff116", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:torch_gpu]", "language": "python", "name": "conda-env-torch_gpu-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.13" } }, "nbformat": 4, "nbformat_minor": 5 }