{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## About Dataset\n", "### Introduction:\n", "This dataset contains MRI scans of the brain categorized into four classes of brain tumors: Glioma, Meningioma, Pituitary, and a \"No Tumor\" class for healthy scans. These MRI images are essential for the development and testing of machine learning models designed to detect and classify brain tumors. The dataset is particularly useful for research in the medical imaging field, particularly in automating tumor detection in MRI images, which is vital for early diagnosis and treatment of brain cancer.\n", "### Dataset Description:\n", "The Brain Tumor MRI Image Dataset is made up of several MRI scan images categorized into the following four classes:\n", "- $Glioma Tumor$: A class representing MRI images with glioma-type tumors, which originate from glial cells in the brain.\n", "- $Meningioma Tumor$: Images featuring meningioma tumors, which form in the meninges, the layers surrounding the brain and spinal cord.\n", "- $Pituitary Tumor$: This class includes images of pituitary tumors, which develop in the pituitary gland, located at the base of the brain.\n", "- $No Tumor$: Healthy brain MRI scans that do not show any signs of tumors.\n", "The dataset has been updated to ensure better image quality, diversity, and to include more representative cases. It is aimed at building robust and accurate models for brain tumor detection, which can be integrated into medical systems to assist healthcare professionals in diagnosing and monitoring patients.\n", "### Data Structure:\n", "The dataset contains MRI images of varying dimensions and resolutions, each labeled according to its class.\n", "Each class (glioma_tumor, meningioma_tumor, pituitary_tumor, and no_tumor) is stored in separate directories for easy access and usage in model training and evaluation.\n", "The updated dataset now includes additional samples to improve model generalization, and all images are in standardized formats (e.g., PNG, JPEG).\n", "Use Case:\n", "This dataset can be used for building and training machine learning models, especially deep learning models such as Convolutional Neural Networks (CNN), to automatically classify brain tumor types. It is also suitable for research in medical image analysis, AI-based diagnosis systems, and any project focused on health-related image classification.\n", "\n", "### $Data Card$:\n", "- https://www.kaggle.com/datasets/arifmia/brain-tumor-mri-image-dataset-updated\n", "### $App Link$:\n", "- https://huggingface.co/spaces/kanneboinakumar/Brain_tummer_classification/blob/main/app.py" ] }, { "cell_type": "markdown", "metadata": { "id": "ascqS012e98-" }, "source": [ "## 1.load packags" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "id": "HXZkb3m8Z2-F" }, "outputs": [], "source": [ "import os\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\n", "from torch.utils.data import DataLoader\n", "from torchvision import transforms, datasets\n", "from torchvision.datasets import ImageFolder\n", "import torchvision.models as models\n", "\n", "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report,f1_score ,precision_score,recall_score" ] }, { "cell_type": "markdown", "metadata": { "id": "vv8L-gzukrcg" }, "source": [ "## 2. Data Loading and preprocessing" ] }, { "cell_type": "markdown", "metadata": { "id": "CNK3QDeVhiMw" }, "source": [ "### 2.1 Calculating mean and Std" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "61JB-zOnhgRi", "outputId": "05ce8ff7-82b5-4ecf-e3d9-fdca050df2c2" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean: tensor([0.1776, 0.1776, 0.1776])\n", "Std: tensor([0.1735, 0.1735, 0.1735])\n" ] } ], "source": [ "\n", "# Define transformation pipeline (without normalization for calculation)\n", "train_transform = transforms.Compose([\n", " transforms.Resize((224, 224)), # Resize images to a fixed size\n", " transforms.RandomHorizontalFlip(), # Data augmentation\n", " transforms.RandomRotation(20), # Random rotation\n", " transforms.ToTensor() # Convert to tensor (scales to [0,1])\n", "])\n", "\n", "# Load the dataset\n", "train_path = \"/content/drive/MyDrive/Training\"\n", "train_dataset = datasets.ImageFolder(root=train_path, transform=train_transform)\n", "train_dataloader = DataLoader(train_dataset, batch_size=32, shuffle=True, num_workers=2)\n", "\n", "# Calculate mean and std\n", "mean = torch.zeros(3)\n", "std = torch.zeros(3)\n", "total_images = 0\n", "\n", "for imgs, _ in train_dataloader:\n", " batch_size = imgs.size(0)\n", " imgs = imgs.view(batch_size, imgs.size(1), -1) # Reshape to [batch_size, channels, pixels]\n", " mean += imgs.mean(dim=2).sum(dim=0) # Sum of means per channel\n", " std += imgs.std(dim=2).sum(dim=0) # Sum of std dev per channel\n", " total_images += batch_size\n", "\n", "mean /= total_images\n", "std /= total_images\n", "\n", "print(f\"Mean: {mean}\")\n", "print(f\"Std: {std}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "1RT6DMsXhyA8" }, "source": [ "### 2.2. Data loading" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "glxhvKHOv63N", "outputId": "e91fd61c-45b2-4822-fddc-4b1e3693b7e5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class Labels: ['glioma_tumor', 'meningioma_tumor', 'no_tumor', 'pituitary_tumor']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.11/dist-packages/torch/utils/data/dataloader.py:617: UserWarning: This DataLoader will create 10 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n", " warnings.warn(\n" ] } ], "source": [ "# Define data transformation\n", "train_transform = transforms.Compose([\n", " transforms.Resize((224, 224)), # Resize images to a fixed size\n", " transforms.RandomHorizontalFlip(), # Augmentation\n", " transforms.RandomRotation(20), # Random rotation\n", " transforms.ToTensor(), # Convert to tensor\n", " transforms.Normalize(mean=mean, std=std)])\n", "\n", "test_transform = transforms.Compose([transforms.Resize((224, 224)),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=mean, std=std)])\n", "\n", "tran_path = \"/content/drive/MyDrive/Training\"\n", "test_path = \"/content/drive/MyDrive/Testing\"\n", "train_dataset = ImageFolder(root=tran_path, transform=train_transform)\n", "test_dataset = ImageFolder(root=test_path, transform=train_transform)\n", "\n", "# Create DataLoader\n", "train_dataloader = DataLoader(train_dataset, batch_size=32, shuffle=True, num_workers=10)\n", "test_dataloader = DataLoader(test_dataset, batch_size=32, shuffle=False, num_workers=10)\n", "\n", "# Get class names (folder names)\n", "class_names = train_dataset.classes\n", "print(\"Class Labels:\", class_names)" ] }, { "cell_type": "markdown", "metadata": { "id": "QToW_Lmhgsgb" }, "source": [ "## 3.Sample images in our dataset" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 815 }, "id": "cRBh11ATsNx1", "outputId": "d5fe2e6f-90a6-495b-9412-5b149c150677" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.011724055..2.7228377].\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.011724055..2.6211393].\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.011724055..2.7567375].\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.011724055..2.7793372].\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.011724055..2.847136].\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.011724055..2.8584359].\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.011724055..2.5194407].\n", "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.011724055..2.8245363].\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Function to display images from the dataloader\n", "def display_images(dataloader, num_images=4, title=\"Sample Images\"):\n", " batch = next(iter(dataloader))\n", " images, labels = batch\n", " fig, axes = plt.subplots(1, num_images, figsize=(12, 4))\n", " fig.suptitle(title, fontsize=16)\n", "\n", " for i in range(num_images):\n", " image = images[i].permute(1, 2, 0).numpy()\n", " image = (image * 0.5) + 0.5\n", " axes[i].imshow(image)\n", " axes[i].set_title(class_names[labels[i]])\n", " axes[i].axis('off')\n", " plt.show()\n", "\n", "# Display some images from the training dataset\n", "display_images(train_dataloader, title=\"Training Images\")\n", "\n", "# Display some images from the test dataset\n", "display_images(test_dataloader, title=\"Testing Images\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "JAc_5P3UidOX" }, "source": [ "## 4.Model Training" ] }, { "cell_type": "markdown", "metadata": { "id": "X9b59gxmvTdM" }, "source": [ "### 4.1 Load resnet18 model" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "id": "0C6JWH0Nf5uF" }, "outputs": [], "source": [ "resnet18_model = models.resnet18(pretrained=True)\n", "num_of_classes = len(class_names)\n", "num_of_features = resnet18_model.fc.in_features\n", "resnet18_model.fc = nn.Linear(num_of_features, num_of_classes)\n", "# print(model)\n", "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "resnet18_model = resnet18_model.to(device)" ] }, { "cell_type": "markdown", "metadata": { "id": "7z_oD05pvvHM" }, "source": [ "### 4.2.Define Loss Function & Optimizer" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "id": "cBjxjbgpv4b_" }, "outputs": [], "source": [ "loss = nn.CrossEntropyLoss()\n", "optimizer = optim.SGD(resnet18_model.parameters(), lr=0.001, momentum=0.9, weight_decay=0.003)" ] }, { "cell_type": "markdown", "metadata": { "id": "2_yH-Ba2v-H5" }, "source": [ "### 4.3.Train the Model" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "id": "i1bxUzrWiu0_" }, "outputs": [], "source": [ "def NeuralNetwork(resnet18_model, train_dataloader, device, loss_fn, optimizer, num_epochs):\n", " for epoch in range(num_epochs):\n", " resnet18_model.train()\n", " running_loss = 0.0\n", " for images, labels in train_dataloader:\n", " images, labels = images.to(device), labels.to(device)\n", " optimizer.zero_grad()\n", " outputs = resnet18_model(images)\n", " loss_value = loss_fn(outputs, labels)\n", " loss_value.backward()\n", " optimizer.step()\n", " running_loss += loss_value.item()\n", " if (epoch +1) % 10 == 0:\n", " print(f\"Epoch [{epoch+1}/{num_epochs}], Loss: {running_loss/len(train_dataloader):.4f}\")\n", " return resnet18_model" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "84ki3sIL4myb", "outputId": "79911f08-e883-4a1f-dae7-d04d9b0d1f40" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/50], Loss: 0.0440\n", "Epoch [20/50], Loss: 0.0117\n", "Epoch [30/50], Loss: 0.0057\n", "Epoch [40/50], Loss: 0.0091\n", "Epoch [50/50], Loss: 0.0036\n" ] }, { "data": { "text/plain": [ "ResNet(\n", " (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n", " (layer1): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer2): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer3): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer4): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n", " (fc): Linear(in_features=512, out_features=4, bias=True)\n", ")" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Call the function\n", "trained_model = NeuralNetwork(resnet18_model, train_dataloader, device, loss, optimizer, 50)\n", "trained_model" ] }, { "cell_type": "markdown", "metadata": { "id": "q8ISDbQAl3Rx" }, "source": [ "### 4.4. Model Evaluaction" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "id": "Xf2hUcV6Tbx0" }, "outputs": [], "source": [ "trained_model.eval()\n", "preds = []\n", "with torch.no_grad():\n", " for images, labels in test_dataloader:\n", " images, labels = images.to(device), labels.to(device)\n", " outputs = trained_model(images)\n", " _, predicted = torch.max(outputs, 1)\n", " preds.extend(predicted.cpu().numpy())" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "VEw9LY1Anpj6", "outputId": "13668037-7e2f-42f6-bd98-3a55ac924c68" }, "outputs": [ { "data": { "text/plain": [ "array([[ 26, 45, 26, 3],\n", " [ 0, 114, 1, 0],\n", " [ 0, 0, 105, 0],\n", " [ 0, 3, 8, 63]])" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "confusion_matrix(test_dataset.targets, preds)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "MVIZUBguoA7t", "outputId": "cac57bcd-7741-4269-c839-8aba3b7119fb" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 1.00 0.24 0.39 100\n", " 1 0.68 0.99 0.81 115\n", " 2 0.76 1.00 0.86 105\n", " 3 0.97 0.82 0.89 74\n", "\n", " accuracy 0.77 394\n", " macro avg 0.85 0.76 0.74 394\n", "weighted avg 0.84 0.77 0.73 394\n", "\n" ] } ], "source": [ "print(classification_report(test_dataset.targets, preds))" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "B-JMYwMloLa0", "outputId": "07be869e-50c9-43e3-dbc7-94838fb079c3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "f1 : 0.748236490745516\n", "precision_score : 0.8520622895622896\n", "recall_score : 0.7756639247943596\n" ] } ], "source": [ "print(\"f1 : \",f1_score(test_dataset.targets, preds, average='macro'))\n", "print(\"precision_score : \",precision_score(test_dataset.targets, preds, average='macro'))\n", "print(\"recall_score : \",recall_score(test_dataset.targets, preds, average='macro'))" ] }, { "cell_type": "markdown", "metadata": { "id": "O9zSt5ioZXyj" }, "source": [ "## 5.save model" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "id": "4XiqM9ziXQYu" }, "outputs": [], "source": [ "torch.save(trained_model.state_dict(), '/content/drive/MyDrive/Testing/resnet18_model.pth')" ] }, { "cell_type": "markdown", "metadata": { "id": "zP6xpm291Iv9" }, "source": [ "## 6.Sample test" ] }, { "cell_type": "markdown", "metadata": { "id": "L5J_z8eeZUbf" }, "source": [ "## 6.1.load model" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "yBWk3WIPZFpV", "outputId": "299e4a68-922d-4f43-da83-1a8dcb74c7e3" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.11/dist-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", " warnings.warn(\n", "/usr/local/lib/python3.11/dist-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet18_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet18_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n", ":5: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " model.load_state_dict(torch.load('/content/drive/MyDrive/Testing/resnet18_model.pth'))\n" ] }, { "data": { "text/plain": [ "ResNet(\n", " (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n", " (layer1): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer2): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer3): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer4): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n", " (fc): Linear(in_features=512, out_features=4, bias=True)\n", ")" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = models.resnet18(pretrained=True)\n", "num_of_classes = len(class_names)\n", "num_of_features = model.fc.in_features\n", "model.fc = nn.Linear(num_of_features, num_of_classes)\n", "model.load_state_dict(torch.load('/content/drive/MyDrive/Testing/resnet18_model.pth'))\n", "model.eval()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "2C9VY3hjd5Eg" }, "source": [ "## 6.2. Sample test" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 36 }, "id": "4-t-wpkuZjfE", "outputId": "1af7755b-edfc-4fdf-ee01-2ee9ac8d4502" }, "outputs": [ { "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'pituitary_tumor'" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample_img = Image.open(\"/content/drive/MyDrive/Testing/pituitary_tumor/image(15).jpg\")\n", "sample_transform = transforms.Compose([transforms.Resize((224, 224)),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=[0.1776, 0.1776, 0.1776], std=[0.1735, 0.1735, 0.1735])])\n", "transformed_img = sample_transform(sample_img)\n", "pred = model(transformed_img.unsqueeze(0)).max(1)[1].item()\n", "class_names[pred]" ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }