diff --git "a/Dog_Breed_Classification.ipynb" "b/Dog_Breed_Classification.ipynb" new file mode 100644--- /dev/null +++ "b/Dog_Breed_Classification.ipynb" @@ -0,0 +1,18523 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "gpuType": "T4" + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Download The Data From Kaggle First" + ], + "metadata": { + "id": "PD7hWkyKk7fp" + } + }, + { + "cell_type": "code", + "source": [ + "# IMPORTANT: RUN THIS CELL IN ORDER TO IMPORT YOUR KAGGLE DATA SOURCES,\n", + "# THEN FEEL FREE TO DELETE THIS CELL.\n", + "# NOTE: THIS NOTEBOOK ENVIRONMENT DIFFERS FROM KAGGLE'S PYTHON\n", + "# ENVIRONMENT SO THERE MAY BE MISSING LIBRARIES USED BY YOUR\n", + "# NOTEBOOK.\n", + "import kagglehub\n", + "darshanthakare_dog_breeds_image_dataset_path = kagglehub.dataset_download('darshanthakare/dog-breeds-image-dataset')\n", + "\n", + "print('Data source import complete.')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_lNZku7vmlS8", + "outputId": "baa5328f-5bef-422b-90f9-ba4a1fafac27" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Data source import complete.\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "darshanthakare_dog_breeds_image_dataset_path" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 36 + }, + "id": "WVhRrBGDm7Xb", + "outputId": "fab86661-08c7-4fa6-f4ca-ea2d5b3712ef" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'/kaggle/input/dog-breeds-image-dataset'" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + } + }, + "metadata": {}, + "execution_count": 2 + } + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PYiLQuYNmSC8", + "outputId": "727c5f9e-9ce9-499d-e108-a432a800da2d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "/root/.cache/kagglehub/datasets/darshanthakare/dog-breeds-image-dataset/versions/1/Dog Breeds Image Dataset/dhole/dhole_97.jpg\n", + "/root/.cache/kagglehub/datasets/darshanthakare/dog-breeds-image-dataset/versions/1/Dog Breeds Image Dataset/dhole/dhole_100.jpg\n", + "/root/.cache/kagglehub/datasets/darshanthakare/dog-breeds-image-dataset/versions/1/Dog Breeds Image Dataset/dhole/dhole_105.jpg\n", + "/root/.cache/kagglehub/datasets/darshanthakare/dog-breeds-image-dataset/versions/1/Dog Breeds Image Dataset/dhole/dhole_5.jpg\n", + "/root/.cache/kagglehub/datasets/darshanthakare/dog-breeds-image-dataset/versions/1/Dog Breeds Image Dataset/dhole/dhole_131.jpg\n", + 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Dataset/newfoundland/newfoundland_40.jpg\n", + "/root/.cache/kagglehub/datasets/darshanthakare/dog-breeds-image-dataset/versions/1/Dog Breeds Image Dataset/newfoundland/newfoundland_91.jpg\n", + "/root/.cache/kagglehub/datasets/darshanthakare/dog-breeds-image-dataset/versions/1/Dog Breeds Image Dataset/newfoundland/newfoundland_129.jpg\n", + "/root/.cache/kagglehub/datasets/darshanthakare/dog-breeds-image-dataset/versions/1/Dog Breeds Image Dataset/newfoundland/newfoundland_128.jpg\n" + ] + } + ], + "source": [ + "# This Python 3 environment comes with many helpful analytics libraries installed\n", + "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n", + "# For example, here's several helpful packages to load\n", + "\n", + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "\n", + "# Input data files are available in the read-only \"../input/\" directory\n", + "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n", + "\n", + "import os\n", + "for dirname, _, filenames in os.walk('/root/.cache/kagglehub/datasets/darshanthakare/dog-breeds-image-dataset/versions/1'):\n", + " for filename in filenames:\n", + " print(os.path.join(dirname, filename))\n", + "\n", + "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\"\n", + "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Assignment Of The Path Because we are going to Need it in Our ImageFolder" + ], + "metadata": { + "id": "2SzKEKQmOgKe" + } + }, + { + "cell_type": "code", + "source": [ + "root = '/root/.cache/kagglehub/datasets/darshanthakare/dog-breeds-image-dataset/versions/1/Dog Breeds Image Dataset'" + ], + "metadata": { + "id": "NhGoqkwYm9Mi" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Importing required libraries" + ], + "metadata": { + "id": "BS-hl7ajOjyO" + } + }, + { + "cell_type": "code", + "source": [ + "from torchvision.datasets import ImageFolder\n", + "from torchvision import transforms\n", + "from torch.utils.data import dataloader\n", + "from PIL import Image\n", + "import os\n", + "import torch.nn as nn\n", + "import torch\n", + "from torchvision import models\n", + "from tqdm import tqdm" + ], + "metadata": { + "id": "LslNbaC8nC5y" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Image transformation pipeline" + ], + "metadata": { + "id": "yFE2bHrWO8RX" + } + }, + { + "cell_type": "code", + "source": [ + "\n", + "transform = transforms.Compose([\n", + " transforms.Lambda(lambda image: image.convert('RGB')),\n", + " transforms.Resize((224, 224)),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize(mean=[0.5, 0.5, 0.5],\n", + " std=[0.5, 0.5, 0.5])\n", + "])\n" + ], + "metadata": { + "id": "vXThDBh-nNUy" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "##Load dataset from folder with applied image transformations" + ], + "metadata": { + "id": "DmDVR-v4PBEu" + } + }, + { + "cell_type": "code", + "source": [ + "dataset = ImageFolder(root=root, transform=transform)" + ], + "metadata": { + "id": "8J-OFtMknVA5" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Perform an 80/20 split on the dataset\n", + "\n", + "\n" + ], + "metadata": { + "id": "IP4DfQI2PFe-" + } + }, + { + "cell_type": "code", + "source": [ + "len(dataset)\n", + "train_size = int(0.8 * len(dataset))\n", + "test_size = len(dataset) - train_size\n", + "train_set, test_set = torch.utils.data.random_split(dataset, [train_size, test_size])" + ], + "metadata": { + "id": "G5AgSCgVnZCC" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Handle class imbalance using a WeightedRandomSampler" + ], + "metadata": { + "id": "60MlL0uHPVqX" + } + }, + { + "cell_type": "code", + "source": [ + "from collections import Counter\n", + "from torch.utils.data import WeightedRandomSampler\n", + "\n", + "# 1. Get targets as class indices for the entire dataset\n", + "all_targets = dataset.targets\n", + "if isinstance(all_targets, torch.Tensor):\n", + " all_targets = all_targets.tolist()\n", + "\n", + "# 2. Get the indices for the training set from the Subset object\n", + "train_indices = train_set.indices\n", + "\n", + "# 3. Get the targets for the training set using the indices\n", + "train_targets = [all_targets[i] for i in train_indices]\n", + "\n", + "# 4. Count class occurrences in the training set\n", + "class_count = Counter(train_targets)\n", + "\n", + "# 5. Compute class weights (inverse frequency) based on the training set\n", + "class_weights = {cls: 1.0 / count for cls, count in class_count.items()}\n", + "\n", + "# 6. Assign a weight to each sample in the training set based on its class\n", + "sample_weights = [class_weights[t] for t in train_targets]\n", + "\n", + "# 7. Create a WeightedRandomSampler for the training set\n", + "sampler = WeightedRandomSampler(\n", + " weights=sample_weights,\n", + " num_samples=len(sample_weights),\n", + " replacement=True\n", + ")" + ], + "metadata": { + "id": "TiU2wMFrnmP6" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Prepare data loaders with sampling for class balancing" + ], + "metadata": { + "id": "9_C6jl7yPymm" + } + }, + { + "cell_type": "code", + "source": [ + "train_loader = dataloader.DataLoader(train_set,batch_size=32,sampler=sampler,num_workers=2,pin_memory=True)\n", + "test_loader = dataloader.DataLoader(test_set,batch_size=32,shuffle=False,num_workers=2,pin_memory=True)" + ], + "metadata": { + "id": "W3EfhtRIoMPU" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [], + "metadata": { + "id": "a-trH_rCP3xu" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Load pretrained ResNet-50 model with default ImageNet weights" + ], + "metadata": { + "id": "E1_YvaS_P692" + } + }, + { + "cell_type": "code", + "source": [ + "base_model = models.resnet50(weights=models.ResNet50_Weights.DEFAULT)" + ], + "metadata": { + "id": "nWRAsRvKohnT" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Modify ResNet-50 for custom classification task with 157 classes while freezing pretrained layers" + ], + "metadata": { + "id": "Jd5wPQyKQDjf" + } + }, + { + "cell_type": "code", + "source": [ + "\n", + "\n", + "# Freeze all layers\n", + "for param in base_model.parameters():\n", + " param.requires_grad = False\n", + "\n", + "# Get in_features of the last FC layer\n", + "in_features = base_model.fc.in_features\n", + "\n", + "# Replace final layer for custom classification (15 classes)\n", + "base_model.fc = nn.Sequential(\n", + " nn.Linear(in_features, 1024),\n", + " nn.ReLU(),\n", + " nn.Dropout(0.4),\n", + " nn.Linear(1024, 157)\n", + ")\n", + "\n", + "# Unfreeze the new head\n", + "for param in base_model.fc.parameters():\n", + " param.requires_grad = True\n" + ], + "metadata": { + "id": "Gbd2PlYKockC" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Set training device to CUDA if available, otherwise use CPU" + ], + "metadata": { + "id": "mNs-yQ0bQE0e" + } + }, + { + "cell_type": "code", + "source": [ + "device = 'cuda' if torch.cuda.is_available() else 'cpu'" + ], + "metadata": { + "id": "ExoidwXQovky" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Define loss function with label smoothing and Adam optimizer" + ], + "metadata": { + "id": "Zah8ANBlQK8H" + } + }, + { + "cell_type": "code", + "source": [ + "criterion = nn.CrossEntropyLoss(label_smoothing=0.1)\n", + "optimizer = torch.optim.Adam(base_model.parameters(), lr=0.001)" + ], + "metadata": { + "id": "UMbjFmC_o3Mi" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "##Transfer model to computation device" + ], + "metadata": { + "id": "uud9CawEQOjG" + } + }, + { + "cell_type": "code", + "source": [ + "model = base_model.to(device)" + ], + "metadata": { + "id": "6uUYPru6pDmz" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# Training loop: performs one epoch of model training on the training set" + ], + "metadata": { + "id": "8GbWeo7dQVwn" + } + }, + { + "cell_type": "code", + "source": [ + "def train_set(model, train_loader, criterion, optimizer, device):\n", + " model.train()\n", + " correct = 0\n", + " total = 0\n", + " running_loss = 0.0\n", + " for inputs, labels in tqdm(train_loader):\n", + " inputs, labels = inputs.to(device), labels.to(device)\n", + " optimizer.zero_grad()\n", + " outputs = model(inputs)\n", + " loss = criterion(outputs, labels)\n", + " loss.backward()\n", + " optimizer.step()\n", + " running_loss += loss.item()\n", + " _, predicted = torch.max(outputs.data, 1)\n", + " total += labels.size(0)\n", + " correct += (predicted == labels).sum().item()\n", + " return running_loss / len(train_loader), correct / total" + ], + "metadata": { + "id": "cglQzMWBpHG0" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# Evaluation loop: assesses model performance on the validation/test set" + ], + "metadata": { + "id": "CXPz24AJQgEu" + } + }, + { + "cell_type": "code", + "source": [ + "def eval_set(model, test_loader, criterion, device):\n", + " model.eval()\n", + " correct = 0\n", + " total = 0\n", + " running_loss = 0.0\n", + " with torch.no_grad():\n", + " for inputs, labels in tqdm(test_loader):\n", + " inputs, labels = inputs.to(device), labels.to(device)\n", + " outputs = model(inputs)\n", + " loss = criterion(outputs, labels)\n", + " running_loss += loss.item()\n", + " _, predicted = torch.max(outputs.data, 1)\n", + " total += labels.size(0)\n", + " correct += (predicted == labels).sum().item()\n", + " return running_loss / len(test_loader), correct / total" + ], + "metadata": { + "id": "pylHMZWZpHpc" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# Main training loop: runs for multiple epochs, tracks loss/accuracy, and saves the best model\n" + ], + "metadata": { + "id": "vY26ghqpQiuv" + } + }, + { + "cell_type": "code", + "source": [ + "num_epochs = 30\n", + "best_val_acc = 0.0\n", + "for epoch in range(num_epochs):\n", + " train_loss, train_acc = train_set(base_model, train_loader, criterion, optimizer, device)\n", + " val_loss, val_acc = eval_set(base_model, test_loader, criterion, device)\n", + "\n", + " print(f'Epoch {epoch+1}/{num_epochs}, Train Loss: {train_loss:.4f}, Train Acc: {train_acc:.4f}, Val Loss: {val_loss:.4f}, Val Acc: {val_acc:.4f}')\n", + "\n", + " # Save if current model is the best so far\n", + " if val_acc > best_val_acc:\n", + " best_val_acc = val_acc\n", + " torch.save(base_model.state_dict(), \"best_model.pth\")\n", + " print(f\"✅ Saved best model at epoch {epoch+1} with val_acc: {val_acc:.4f}\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "djuU7LrppIQc", + "outputId": "c3a3cd9e-a7bf-494b-ff2f-c839c52620e9" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 438/438 [01:44<00:00, 4.19it/s]\n", + "100%|██████████| 110/110 [00:18<00:00, 6.10it/s]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/30, Train Loss: 2.0273, Train Acc: 0.7179, Val Loss: 1.4672, Val Acc: 0.8220\n", + "✅ Saved best model at epoch 1 with val_acc: 0.8220\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 438/438 [01:45<00:00, 4.16it/s]\n", + "100%|██████████| 110/110 [00:17<00:00, 6.12it/s]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 2/30, Train Loss: 1.3040, Train Acc: 0.8882, Val Loss: 1.4135, Val Acc: 0.8283\n", + "✅ Saved best model at epoch 2 with val_acc: 0.8283\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 438/438 [01:43<00:00, 4.25it/s]\n", + "100%|██████████| 110/110 [00:18<00:00, 6.05it/s]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 3/30, Train Loss: 1.2268, Train Acc: 0.9115, Val Loss: 1.4058, Val Acc: 0.8317\n", + "✅ Saved best model at epoch 3 with val_acc: 0.8317\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 438/438 [01:43<00:00, 4.23it/s]\n", + "100%|██████████| 110/110 [00:17<00:00, 6.34it/s]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 4/30, Train Loss: 1.1635, Train Acc: 0.9348, Val Loss: 1.3863, Val Acc: 0.8394\n", + "✅ Saved best model at epoch 4 with val_acc: 0.8394\n" + ] + }, + { 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"Epoch 7/30, Train Loss: 1.0922, Train Acc: 0.9581, Val Loss: 1.3957, Val Acc: 0.8426\n", + "✅ Saved best model at epoch 7 with val_acc: 0.8426\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 438/438 [01:43<00:00, 4.24it/s]\n", + "100%|██████████| 110/110 [00:17<00:00, 6.34it/s]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 8/30, Train Loss: 1.0754, Train Acc: 0.9658, Val Loss: 1.3731, Val Acc: 0.8514\n", + "✅ Saved best model at epoch 8 with val_acc: 0.8514\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 438/438 [01:43<00:00, 4.22it/s]\n", + "100%|██████████| 110/110 [00:18<00:00, 6.10it/s]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 9/30, Train Loss: 1.0728, Train Acc: 0.9653, Val Loss: 1.4221, Val Acc: 0.8374\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 438/438 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