From 09178454b6c6b253784fae395d1621e2316b22d8 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 01:20:56 +1000 Subject: [PATCH 01/61] Implemented basic DataLoader with resizing and tensor conversion. --- recognition/vit_47415056/dataset.py | 22 ++++++++++++++++++++++ 1 file changed, 22 insertions(+) create mode 100644 recognition/vit_47415056/dataset.py diff --git a/recognition/vit_47415056/dataset.py b/recognition/vit_47415056/dataset.py new file mode 100644 index 000000000..062db58ff --- /dev/null +++ b/recognition/vit_47415056/dataset.py @@ -0,0 +1,22 @@ +import os +from torchvision import datasets, transforms +from torch.utils.data import DataLoader + +def get_dataloaders(data_dir, batch_size=128): + data_transforms = { + 'train': transforms.Compose([ + transforms.Resize((224, 224)), + transforms.ToTensor(), + ]), + 'test': transforms.Compose([ + transforms.Resize((224, 224)), + transforms.ToTensor(), + ]), + } + + image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x), data_transforms[x]) + for x in ['train', 'test']} + dataloaders = {x: DataLoader(image_datasets[x], batch_size=batch_size, shuffle=True) + for x in ['train', 'test']} + + return dataloaders \ No newline at end of file From 69aa94d4308ab2f1993d0d96aeaf863dcbe2a0d7 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 01:21:42 +1000 Subject: [PATCH 02/61] Added dataset size calculation for training and testing datasets. --- recognition/vit_47415056/dataset.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/recognition/vit_47415056/dataset.py b/recognition/vit_47415056/dataset.py index 062db58ff..c9921147d 100644 --- a/recognition/vit_47415056/dataset.py +++ b/recognition/vit_47415056/dataset.py @@ -18,5 +18,6 @@ def get_dataloaders(data_dir, batch_size=128): for x in ['train', 'test']} dataloaders = {x: DataLoader(image_datasets[x], batch_size=batch_size, shuffle=True) for x in ['train', 'test']} + dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'test']} - return dataloaders \ No newline at end of file + return dataloaders, dataset_sizes \ No newline at end of file From 04517d7ac5ab5364b9861692c3265cbb547c7509 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 01:22:35 +1000 Subject: [PATCH 03/61] Added random horizontal flip to training data augmentation. --- recognition/vit_47415056/dataset.py | 1 + 1 file changed, 1 insertion(+) diff --git a/recognition/vit_47415056/dataset.py b/recognition/vit_47415056/dataset.py index c9921147d..19eb5656a 100644 --- a/recognition/vit_47415056/dataset.py +++ b/recognition/vit_47415056/dataset.py @@ -6,6 +6,7 @@ def get_dataloaders(data_dir, batch_size=128): data_transforms = { 'train': transforms.Compose([ transforms.Resize((224, 224)), + transforms.RandomHorizontalFlip(), transforms.ToTensor(), ]), 'test': transforms.Compose([ From 9b8ebdee60e97f4f575831d8b72c26af8d716af0 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 01:25:19 +1000 Subject: [PATCH 04/61] Added normalization to both training and test datasets. --- recognition/vit_47415056/dataset.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/recognition/vit_47415056/dataset.py b/recognition/vit_47415056/dataset.py index 19eb5656a..ea1185731 100644 --- a/recognition/vit_47415056/dataset.py +++ b/recognition/vit_47415056/dataset.py @@ -8,10 +8,12 @@ def get_dataloaders(data_dir, batch_size=128): transforms.Resize((224, 224)), transforms.RandomHorizontalFlip(), transforms.ToTensor(), + transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), ]), 'test': transforms.Compose([ transforms.Resize((224, 224)), transforms.ToTensor(), + transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), ]), } From e72f9a916a9015fcda84d20442f45ece90b08191 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 01:26:11 +1000 Subject: [PATCH 05/61] Enabled shuffling for training data only, set fixed order for test data. --- recognition/vit_47415056/dataset.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/recognition/vit_47415056/dataset.py b/recognition/vit_47415056/dataset.py index ea1185731..8b174e426 100644 --- a/recognition/vit_47415056/dataset.py +++ b/recognition/vit_47415056/dataset.py @@ -19,8 +19,10 @@ def get_dataloaders(data_dir, batch_size=128): image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x), data_transforms[x]) for x in ['train', 'test']} - dataloaders = {x: DataLoader(image_datasets[x], batch_size=batch_size, shuffle=True) - for x in ['train', 'test']} + dataloaders = { + 'train': DataLoader(image_datasets['train'], batch_size=batch_size, shuffle=True), + 'test': DataLoader(image_datasets['test'], batch_size=batch_size, shuffle=False) + } dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'test']} return dataloaders, dataset_sizes \ No newline at end of file From 37dcb6d5868029027f170fef5d8b7e7735445418 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 01:26:54 +1000 Subject: [PATCH 06/61] Added parallel data loading with num_workers and pin_memory for improved performance. --- recognition/vit_47415056/dataset.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/recognition/vit_47415056/dataset.py b/recognition/vit_47415056/dataset.py index 8b174e426..f80373d87 100644 --- a/recognition/vit_47415056/dataset.py +++ b/recognition/vit_47415056/dataset.py @@ -20,8 +20,8 @@ def get_dataloaders(data_dir, batch_size=128): image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x), data_transforms[x]) for x in ['train', 'test']} dataloaders = { - 'train': DataLoader(image_datasets['train'], batch_size=batch_size, shuffle=True), - 'test': DataLoader(image_datasets['test'], batch_size=batch_size, shuffle=False) + 'train': DataLoader(image_datasets['train'], batch_size=batch_size, shuffle=True, num_workers=4, pin_memory=True), + 'test': DataLoader(image_datasets['test'], batch_size=batch_size, shuffle=False, num_workers=4, pin_memory=True) } dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'test']} From 7df33d9cd5c35c93d5ec56835478cf7d5f5ebfca Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 01:28:15 +1000 Subject: [PATCH 07/61] Added informative comments to clarify code structure, functionality, and parameters. --- recognition/vit_47415056/dataset.py | 30 +++++++++++++++++++++++++---- 1 file changed, 26 insertions(+), 4 deletions(-) diff --git a/recognition/vit_47415056/dataset.py b/recognition/vit_47415056/dataset.py index f80373d87..8926bad8f 100644 --- a/recognition/vit_47415056/dataset.py +++ b/recognition/vit_47415056/dataset.py @@ -3,26 +3,48 @@ from torch.utils.data import DataLoader def get_dataloaders(data_dir, batch_size=128): + """ + Creates and returns DataLoader objects for training and testing datasets. + + Parameters: + - data_dir (str): The directory containing 'train' and 'test' subdirectories. + - batch_size (int): Number of samples per batch. Default is 128. + + Returns: + - dataloaders (dict): DataLoader objects for training and testing datasets. + - dataset_sizes (dict): Number of images in training and testing datasets. + """ + + # Define data transformations for training and testing datasets data_transforms = { 'train': transforms.Compose([ transforms.Resize((224, 224)), transforms.RandomHorizontalFlip(), transforms.ToTensor(), - transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + transforms.Normalize(mean=[0.485, 0.456, 0.406], # Normalize image channels + std=[0.229, 0.224, 0.225]), ]), 'test': transforms.Compose([ transforms.Resize((224, 224)), transforms.ToTensor(), - transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + transforms.Normalize(mean=[0.485, 0.456, 0.406], + std=[0.229, 0.224, 0.225]), ]), } + # Load images from 'train' and 'test' directories with specified transformations image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x), data_transforms[x]) for x in ['train', 'test']} + + # Create DataLoader objects for training and testing datasets dataloaders = { - 'train': DataLoader(image_datasets['train'], batch_size=batch_size, shuffle=True, num_workers=4, pin_memory=True), - 'test': DataLoader(image_datasets['test'], batch_size=batch_size, shuffle=False, num_workers=4, pin_memory=True) + 'train': DataLoader(image_datasets['train'], batch_size=batch_size, shuffle=True, + num_workers=4, pin_memory=True), + 'test': DataLoader(image_datasets['test'], batch_size=batch_size, shuffle=False, + num_workers=4, pin_memory=True) } + + # Calculate the number of images in training and testing datasets dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'test']} return dataloaders, dataset_sizes \ No newline at end of file From 742fa9e0f4f4dc6f79e1f337bb6ad30a1124d0d9 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 17:03:03 +1000 Subject: [PATCH 08/61] Implemented basic model creation function using ViT architecture. --- recognition/vit_47415056/modules.py | 7 +++++++ 1 file changed, 7 insertions(+) create mode 100644 recognition/vit_47415056/modules.py diff --git a/recognition/vit_47415056/modules.py b/recognition/vit_47415056/modules.py new file mode 100644 index 000000000..b7750eb7a --- /dev/null +++ b/recognition/vit_47415056/modules.py @@ -0,0 +1,7 @@ +import torch +import timm +import torch.nn as nn + +def create_model(num_classes=2): + model = timm.create_model('vit_tiny_patch16_224', pretrained=False, num_classes=num_classes) + return model \ No newline at end of file From c2bc830e0960da365edd45b530d5b54a3dc64625 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 17:04:30 +1000 Subject: [PATCH 09/61] Added informative comments to explain model creation and function parameters. --- recognition/vit_47415056/modules.py | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/recognition/vit_47415056/modules.py b/recognition/vit_47415056/modules.py index b7750eb7a..b2671e478 100644 --- a/recognition/vit_47415056/modules.py +++ b/recognition/vit_47415056/modules.py @@ -3,5 +3,19 @@ import torch.nn as nn def create_model(num_classes=2): + """ + Creates and returns a Vision Transformer (ViT) model. + + Parameters: + - num_classes (int): Number of output classes for the model. Default is 2. + + Returns: + - model (torch.nn.Module): ViT model initialized with the specified number of output classes. + """ + + # Initialize a Vision Transformer (ViT) model from the timm library + # The 'vit_tiny_patch16_224' model is used with 16x16 patches and a 224x224 input resolution + # Set pretrained to False to initialize with random weights model = timm.create_model('vit_tiny_patch16_224', pretrained=False, num_classes=num_classes) + return model \ No newline at end of file From c4b7726530d4b8a90c03f4f5168e4ba047cacbc6 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 17:55:03 +1000 Subject: [PATCH 10/61] Initialized basic script structure with imports and empty function. --- recognition/vit_47415056/train.py | 8 ++++++++ 1 file changed, 8 insertions(+) create mode 100644 recognition/vit_47415056/train.py diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py new file mode 100644 index 000000000..9491ccedd --- /dev/null +++ b/recognition/vit_47415056/train.py @@ -0,0 +1,8 @@ +import torch +import torch.optim as optim +import torch.nn as nn +from modules import create_model +from dataset import get_dataloaders + +def train_model(): + pass \ No newline at end of file From 495db6d2445183f619f51f91e6722e653655a391 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 17:55:47 +1000 Subject: [PATCH 11/61] Added device setup to use GPU if available. --- recognition/vit_47415056/train.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 9491ccedd..929d262b3 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -5,4 +5,5 @@ from dataset import get_dataloaders def train_model(): - pass \ No newline at end of file + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + print(f"Using device: {device}") \ No newline at end of file From d8b5278832eff449111c286f10f9562c3143ddae Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 17:56:25 +1000 Subject: [PATCH 12/61] Loaded data using DataLoader with dataset sizes. --- recognition/vit_47415056/train.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 929d262b3..2943b84ea 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -4,6 +4,8 @@ from modules import create_model from dataset import get_dataloaders -def train_model(): +def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', batch_size=128): device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - print(f"Using device: {device}") \ No newline at end of file + print(f"Using device: {device}") + + dataloaders, dataset_sizes = get_dataloaders(data_dir, batch_size) \ No newline at end of file From e5f8f74a0d091aff877c079215e837f0c9739c0b Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 17:57:29 +1000 Subject: [PATCH 13/61] Initialized model and move it to the appropriate device. --- recognition/vit_47415056/train.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 2943b84ea..0383e4916 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -4,8 +4,10 @@ from modules import create_model from dataset import get_dataloaders -def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', batch_size=128): +def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', batch_size=128, num_classes=2): device = torch.device("cuda" if torch.cuda.is_available() else "cpu") print(f"Using device: {device}") - dataloaders, dataset_sizes = get_dataloaders(data_dir, batch_size) \ No newline at end of file + dataloaders, dataset_sizes = get_dataloaders(data_dir, batch_size) + model = create_model(num_classes) + model = model.to(device) \ No newline at end of file From 1a41c8c341eedea38b7e821be619378a62e4aff6 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 17:58:27 +1000 Subject: [PATCH 14/61] Set up CrossEntropyLoss and AdamW optimizer. --- recognition/vit_47415056/train.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 0383e4916..7569a66f1 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -4,10 +4,13 @@ from modules import create_model from dataset import get_dataloaders -def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', batch_size=128, num_classes=2): +def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', batch_size=128, learning_rate=1e-4, num_classes=2): device = torch.device("cuda" if torch.cuda.is_available() else "cpu") print(f"Using device: {device}") dataloaders, dataset_sizes = get_dataloaders(data_dir, batch_size) model = create_model(num_classes) - model = model.to(device) \ No newline at end of file + model = model.to(device) + + criterion = nn.CrossEntropyLoss() + optimizer = optim.AdamW(model.parameters(), lr=learning_rate, weight_decay=1e-4) \ No newline at end of file From f57417f399407e7bd7e6d1bbb8f546a58d1b96c7 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 17:59:20 +1000 Subject: [PATCH 15/61] Added learning rate scheduler to adjust learning rate over epochs. --- recognition/vit_47415056/train.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 7569a66f1..86cbc8914 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -13,4 +13,5 @@ def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', batch_size=128, lea model = model.to(device) criterion = nn.CrossEntropyLoss() - optimizer = optim.AdamW(model.parameters(), lr=learning_rate, weight_decay=1e-4) \ No newline at end of file + optimizer = optim.AdamW(model.parameters(), lr=learning_rate, weight_decay=1e-4) + scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=7, gamma=0.1) \ No newline at end of file From 69fa74ca543dd408df235b5396769960021c060d Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 17:59:54 +1000 Subject: [PATCH 16/61] Initialized variables to track losses and accuracies. --- recognition/vit_47415056/train.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 86cbc8914..898af3fc3 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -14,4 +14,8 @@ def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', batch_size=128, lea criterion = nn.CrossEntropyLoss() optimizer = optim.AdamW(model.parameters(), lr=learning_rate, weight_decay=1e-4) - scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=7, gamma=0.1) \ No newline at end of file + scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=7, gamma=0.1) + + train_losses, test_losses = [], [] + train_accuracies, test_accuracies = [], [] + best_acc = 0.0 \ No newline at end of file From 4de0b39123a3592cc9777ca00f0e1fb96330cba6 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 18:02:37 +1000 Subject: [PATCH 17/61] Added main training loop structure with forward pass, loss computation, and optimizer step. --- recognition/vit_47415056/train.py | 21 +++++++++++++++++++-- 1 file changed, 19 insertions(+), 2 deletions(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 898af3fc3..2f2766239 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -4,7 +4,7 @@ from modules import create_model from dataset import get_dataloaders -def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', batch_size=128, learning_rate=1e-4, num_classes=2): +def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', num_epochs=20, batch_size=128, learning_rate=1e-4, num_classes=2): device = torch.device("cuda" if torch.cuda.is_available() else "cpu") print(f"Using device: {device}") @@ -18,4 +18,21 @@ def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', batch_size=128, lea train_losses, test_losses = [], [] train_accuracies, test_accuracies = [], [] - best_acc = 0.0 \ No newline at end of file + best_acc = 0.0 + + for epoch in range(1, num_epochs + 1): + model.train() + running_loss = 0.0 + running_corrects = 0 + + for inputs, labels in dataloaders['train']: + inputs, labels = inputs.to(device), labels.to(device) + optimizer.zero_grad() + outputs = model(inputs) + _, preds = torch.max(outputs, 1) + loss = criterion(outputs, labels) + loss.backward() + optimizer.step() + + running_loss += loss.item() * inputs.size(0) + running_corrects += torch.sum(preds == labels.data) \ No newline at end of file From 37df9e5e5c150cd806f146bb6b28c30792671648 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 18:03:48 +1000 Subject: [PATCH 18/61] Compute and store training loss and accuracy for each epoch. --- recognition/vit_47415056/train.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 2f2766239..c0bd7660b 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -35,4 +35,9 @@ def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', num_epochs=20, batc optimizer.step() running_loss += loss.item() * inputs.size(0) - running_corrects += torch.sum(preds == labels.data) \ No newline at end of file + running_corrects += torch.sum(preds == labels.data) + + train_loss = running_loss / dataset_sizes['train'] + train_acc = (running_corrects.double() / dataset_sizes['train']) * 100 + train_losses.append(train_loss) + train_accuracies.append(train_acc) \ No newline at end of file From 879579e3683da0013d0484f44be2a03ccd57e635 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 18:04:26 +1000 Subject: [PATCH 19/61] Added validation loop structure with forward pass and loss computation. --- recognition/vit_47415056/train.py | 15 ++++++++++++++- 1 file changed, 14 insertions(+), 1 deletion(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index c0bd7660b..4e8577a98 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -40,4 +40,17 @@ def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', num_epochs=20, batc train_loss = running_loss / dataset_sizes['train'] train_acc = (running_corrects.double() / dataset_sizes['train']) * 100 train_losses.append(train_loss) - train_accuracies.append(train_acc) \ No newline at end of file + train_accuracies.append(train_acc) + + model.eval() + running_loss = 0.0 + running_corrects = 0 + + with torch.no_grad(): + for inputs, labels in dataloaders['test']: + inputs, labels = inputs.to(device), labels.to(device) + outputs = model(inputs) + _, preds = torch.max(outputs, 1) + loss = criterion(outputs, labels) + running_loss += loss.item() * inputs.size(0) + running_corrects += torch.sum(preds == labels.data) \ No newline at end of file From 606cb580f8c641271f476d8a7b9ea6d5170e19bc Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 18:05:11 +1000 Subject: [PATCH 20/61] Compute and store validation loss and accuracy for each epoch. --- recognition/vit_47415056/train.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 4e8577a98..934fd8e66 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -53,4 +53,9 @@ def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', num_epochs=20, batc _, preds = torch.max(outputs, 1) loss = criterion(outputs, labels) running_loss += loss.item() * inputs.size(0) - running_corrects += torch.sum(preds == labels.data) \ No newline at end of file + running_corrects += torch.sum(preds == labels.data) + + test_loss = running_loss / dataset_sizes['test'] + test_acc = (running_corrects.double() / dataset_sizes['test']) * 100 + test_losses.append(test_loss) + test_accuracies.append(test_acc) \ No newline at end of file From 5064317a3bd6eb0231cfccee1bfa222d192f7302 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 18:06:14 +1000 Subject: [PATCH 21/61] Implemented logic to save the model with the best test accuracy. --- recognition/vit_47415056/train.py | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 934fd8e66..da95b80ae 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -4,7 +4,7 @@ from modules import create_model from dataset import get_dataloaders -def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', num_epochs=20, batch_size=128, learning_rate=1e-4, num_classes=2): +def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', num_epochs=20, batch_size=128, learning_rate=1e-4, num_classes=2, model_path='best_model.pth'): device = torch.device("cuda" if torch.cuda.is_available() else "cpu") print(f"Using device: {device}") @@ -58,4 +58,8 @@ def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', num_epochs=20, batc test_loss = running_loss / dataset_sizes['test'] test_acc = (running_corrects.double() / dataset_sizes['test']) * 100 test_losses.append(test_loss) - test_accuracies.append(test_acc) \ No newline at end of file + test_accuracies.append(test_acc) + + if test_acc > best_acc: + best_acc = test_acc + torch.save(model.state_dict(), model_path) \ No newline at end of file From 5b15d1c5e93d0079995ecc18e4cce4e01b28d010 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 18:07:05 +1000 Subject: [PATCH 22/61] Added printing of training and validation results for each epoch. --- recognition/vit_47415056/train.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index da95b80ae..0d4b6e59a 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -62,4 +62,6 @@ def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', num_epochs=20, batc if test_acc > best_acc: best_acc = test_acc - torch.save(model.state_dict(), model_path) \ No newline at end of file + torch.save(model.state_dict(), model_path) + + print(f"Epoch [{epoch}/{num_epochs}] | Train Loss: {train_loss:.5f} | Train Acc: {train_acc:.2f}% | Test Loss: {test_loss:.5f} | Test Acc: {test_acc:.2f}%") \ No newline at end of file From 613a3bb2920406583090ff352dddc0faed702179 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 18:08:05 +1000 Subject: [PATCH 23/61] Added plotting logic to visualize training and validation loss and accuracy. --- recognition/vit_47415056/train.py | 24 +++++++++++++++++++++++- 1 file changed, 23 insertions(+), 1 deletion(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 0d4b6e59a..bbee535a0 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -1,6 +1,8 @@ import torch import torch.optim as optim import torch.nn as nn +import matplotlib.pyplot as plt +import time from modules import create_model from dataset import get_dataloaders @@ -64,4 +66,24 @@ def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', num_epochs=20, batc best_acc = test_acc torch.save(model.state_dict(), model_path) - print(f"Epoch [{epoch}/{num_epochs}] | Train Loss: {train_loss:.5f} | Train Acc: {train_acc:.2f}% | Test Loss: {test_loss:.5f} | Test Acc: {test_acc:.2f}%") \ No newline at end of file + print(f"Epoch [{epoch}/{num_epochs}] | Train Loss: {train_loss:.5f} | Train Acc: {train_acc:.2f}% | Test Loss: {test_loss:.5f} | Test Acc: {test_acc:.2f}%") + + plt.figure(figsize=(12, 4)) + plt.subplot(1, 2, 1) + plt.plot(range(1, num_epochs + 1), train_losses, label='Train Loss') + plt.plot(range(1, num_epochs + 1), test_losses, label='Test Loss') + plt.xlabel('Epoch') + plt.ylabel('Loss') + plt.title('Training and Validation Loss') + plt.legend() + + plt.subplot(1, 2, 2) + plt.plot(range(1, num_epochs + 1), train_accuracies, label='Train Accuracy') + plt.plot(range(1, num_epochs + 1), test_accuracies, label='Test Accuracy') + plt.xlabel('Epoch') + plt.ylabel('Accuracy (%)') + plt.title('Training and Validation Accuracy') + plt.legend() + + plt.tight_layout() + plt.show() \ No newline at end of file From 3fbcdbf5da6df2b3763ebd55a6aadacbbddc2172 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Thu, 31 Oct 2024 18:09:05 +1000 Subject: [PATCH 24/61] Added informative comments to explain code structure and functionality. --- recognition/vit_47415056/train.py | 51 ++++++++++++++++++++++++++++++- 1 file changed, 50 insertions(+), 1 deletion(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index bbee535a0..7fca90741 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -7,43 +7,75 @@ from dataset import get_dataloaders def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', num_epochs=20, batch_size=128, learning_rate=1e-4, num_classes=2, model_path='best_model.pth'): + """ + Train a Vision Transformer model on a given dataset. + + Parameters: + - data_dir (str): Path to the dataset directory. + - num_epochs (int): Number of epochs for training. + - batch_size (int): Number of samples per batch. + - learning_rate (float): Learning rate for the optimizer. + - num_classes (int): Number of output classes. + - model_path (str): Path to save the best model. + + Returns: + - model_path (str): Path of the saved model with the best accuracy. + """ + # Set device to GPU if available, otherwise use CPU device = torch.device("cuda" if torch.cuda.is_available() else "cpu") print(f"Using device: {device}") + # Load data using custom DataLoader function dataloaders, dataset_sizes = get_dataloaders(data_dir, batch_size) + + # Initialize the model and move it to the selected device model = create_model(num_classes) model = model.to(device) + # Define the loss function and optimizer criterion = nn.CrossEntropyLoss() optimizer = optim.AdamW(model.parameters(), lr=learning_rate, weight_decay=1e-4) scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=7, gamma=0.1) + # Initialize lists to store losses and accuracies train_losses, test_losses = [], [] train_accuracies, test_accuracies = [], [] best_acc = 0.0 + since = time.time() for epoch in range(1, num_epochs + 1): + # Training phase model.train() running_loss = 0.0 running_corrects = 0 + # Iterate over training data for inputs, labels in dataloaders['train']: inputs, labels = inputs.to(device), labels.to(device) + + # Zero the parameter gradients optimizer.zero_grad() + + # Forward pass outputs = model(inputs) _, preds = torch.max(outputs, 1) loss = criterion(outputs, labels) + + # Backward pass and optimization loss.backward() optimizer.step() + # Accumulate loss and correct predictions running_loss += loss.item() * inputs.size(0) running_corrects += torch.sum(preds == labels.data) + # Calculate average loss and accuracy for the training set train_loss = running_loss / dataset_sizes['train'] train_acc = (running_corrects.double() / dataset_sizes['train']) * 100 train_losses.append(train_loss) train_accuracies.append(train_acc) + # Validation phase model.eval() running_loss = 0.0 running_corrects = 0 @@ -51,23 +83,31 @@ def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', num_epochs=20, batc with torch.no_grad(): for inputs, labels in dataloaders['test']: inputs, labels = inputs.to(device), labels.to(device) + + # Forward pass outputs = model(inputs) _, preds = torch.max(outputs, 1) loss = criterion(outputs, labels) + + # Accumulate loss and correct predictions running_loss += loss.item() * inputs.size(0) running_corrects += torch.sum(preds == labels.data) + # Calculate average loss and accuracy for the validation set test_loss = running_loss / dataset_sizes['test'] test_acc = (running_corrects.double() / dataset_sizes['test']) * 100 test_losses.append(test_loss) test_accuracies.append(test_acc) + # Save the model if it has the best accuracy so far if test_acc > best_acc: best_acc = test_acc torch.save(model.state_dict(), model_path) + # Print epoch results print(f"Epoch [{epoch}/{num_epochs}] | Train Loss: {train_loss:.5f} | Train Acc: {train_acc:.2f}% | Test Loss: {test_loss:.5f} | Test Acc: {test_acc:.2f}%") + # Plot training and validation loss and accuracy plt.figure(figsize=(12, 4)) plt.subplot(1, 2, 1) plt.plot(range(1, num_epochs + 1), train_losses, label='Train Loss') @@ -86,4 +126,13 @@ def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', num_epochs=20, batc plt.legend() plt.tight_layout() - plt.show() \ No newline at end of file + plt.show() + + # Calculate total training time + total_time = time.time() - since + total_minutes = int(total_time // 60) + total_seconds = int(total_time % 60) + print(f"Training complete in {total_minutes}m {total_seconds}s") + print(f"Best Test Accuracy: {best_acc:.2f}%") + + return model_path \ No newline at end of file From 9228820862feb08c9c5ac5d32864723ace0b2177 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:34:08 +1000 Subject: [PATCH 25/61] Added device configuration for model and refactored imports. --- recognition/vit_47415056/modules.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/recognition/vit_47415056/modules.py b/recognition/vit_47415056/modules.py index b2671e478..fc47c5ab3 100644 --- a/recognition/vit_47415056/modules.py +++ b/recognition/vit_47415056/modules.py @@ -1,6 +1,8 @@ import torch import timm -import torch.nn as nn + +# Configure the device to use GPU if available, otherwise use CPU +DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu") def create_model(num_classes=2): """ @@ -14,8 +16,6 @@ def create_model(num_classes=2): """ # Initialize a Vision Transformer (ViT) model from the timm library - # The 'vit_tiny_patch16_224' model is used with 16x16 patches and a 224x224 input resolution - # Set pretrained to False to initialize with random weights model = timm.create_model('vit_tiny_patch16_224', pretrained=False, num_classes=num_classes) - return model \ No newline at end of file + return model.to(DEVICE) # Move the model to the configured device \ No newline at end of file From 2918b4ab1b25bbffb54d58d7e0c28d1e505c40f9 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:35:05 +1000 Subject: [PATCH 26/61] cleaning up model initialization. --- recognition/vit_47415056/modules.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/recognition/vit_47415056/modules.py b/recognition/vit_47415056/modules.py index fc47c5ab3..0c2ef5b92 100644 --- a/recognition/vit_47415056/modules.py +++ b/recognition/vit_47415056/modules.py @@ -1,5 +1,5 @@ import torch -import timm +from timm import create_model # Import `create_model` directly from timm # Configure the device to use GPU if available, otherwise use CPU DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu") @@ -15,7 +15,7 @@ def create_model(num_classes=2): - model (torch.nn.Module): ViT model initialized with the specified number of output classes. """ - # Initialize a Vision Transformer (ViT) model from the timm library - model = timm.create_model('vit_tiny_patch16_224', pretrained=False, num_classes=num_classes) + # Initialize the ViT model using `vit_tiny_patch16_224` + model = create_model('vit_tiny_patch16_224', pretrained=False, num_classes=num_classes) - return model.to(DEVICE) # Move the model to the configured device \ No newline at end of file + return model.to(DEVICE) \ No newline at end of file From 83f881ea6e5981a9c978f06da2a08acc900bed83 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:36:37 +1000 Subject: [PATCH 27/61] Renamed function and switched to vit_small_patch16_224 with final adjustments. --- recognition/vit_47415056/modules.py | 19 ++++++++++--------- 1 file changed, 10 insertions(+), 9 deletions(-) diff --git a/recognition/vit_47415056/modules.py b/recognition/vit_47415056/modules.py index 0c2ef5b92..c076a67c5 100644 --- a/recognition/vit_47415056/modules.py +++ b/recognition/vit_47415056/modules.py @@ -1,21 +1,22 @@ import torch -from timm import create_model # Import `create_model` directly from timm +from timm import create_model # Import `create_model` from timm # Configure the device to use GPU if available, otherwise use CPU DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu") -def create_model(num_classes=2): +def initialize_model(): """ - Creates and returns a Vision Transformer (ViT) model. + Initializes and returns a Vision Transformer (ViT) model. - Parameters: - - num_classes (int): Number of output classes for the model. Default is 2. + The model uses a smaller architecture variant, 'vit_small_patch16_224', + without pretrained weights and is configured for 2 output classes. Returns: - - model (torch.nn.Module): ViT model initialized with the specified number of output classes. + - model (torch.nn.Module): ViT model moved to the specified device. """ - # Initialize the ViT model using `vit_tiny_patch16_224` - model = create_model('vit_tiny_patch16_224', pretrained=False, num_classes=num_classes) + # Create a Vision Transformer (ViT) model using 'vit_small_patch16_224' + # with no pretrained weights and 2 output classes + model = create_model("vit_small_patch16_224", pretrained=False, num_classes=2) - return model.to(DEVICE) \ No newline at end of file + return model.to(DEVICE) # Move the model to the device (GPU or CPU) \ No newline at end of file From 7fd19759355f125794c56cd836669da6dd2963b7 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:42:14 +1000 Subject: [PATCH 28/61] Introduced constants and a helper function for image transformations. --- recognition/vit_47415056/dataset.py | 59 ++++++++++------------------- 1 file changed, 20 insertions(+), 39 deletions(-) diff --git a/recognition/vit_47415056/dataset.py b/recognition/vit_47415056/dataset.py index 8926bad8f..aa6650411 100644 --- a/recognition/vit_47415056/dataset.py +++ b/recognition/vit_47415056/dataset.py @@ -2,49 +2,30 @@ from torchvision import datasets, transforms from torch.utils.data import DataLoader -def get_dataloaders(data_dir, batch_size=128): +# Constants for image processing +IMAGE_SIZE = 224 # Size to which images will be resized or cropped +BATCH_SIZE = 32 # Number of samples per batch for data loading + +# Function to apply image transformations +def get_transforms(is_train=True): """ - Creates and returns DataLoader objects for training and testing datasets. + Returns a set of transformations to apply to the images. - Parameters: - - data_dir (str): The directory containing 'train' and 'test' subdirectories. - - batch_size (int): Number of samples per batch. Default is 128. + Args: is_train (bool): If True, applies data augmentation for training. If False, applies standard transformations for testing/validation. - Returns: - - dataloaders (dict): DataLoader objects for training and testing datasets. - - dataset_sizes (dict): Number of images in training and testing datasets. + Returns: transforms.Compose: Composed transformations to apply to images. """ - - # Define data transformations for training and testing datasets - data_transforms = { - 'train': transforms.Compose([ - transforms.Resize((224, 224)), + if is_train: + return transforms.Compose([ + transforms.RandomResizedCrop(IMAGE_SIZE), transforms.RandomHorizontalFlip(), transforms.ToTensor(), - transforms.Normalize(mean=[0.485, 0.456, 0.406], # Normalize image channels - std=[0.229, 0.224, 0.225]), - ]), - 'test': transforms.Compose([ - transforms.Resize((224, 224)), + transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + ]) + else: + return transforms.Compose([ + transforms.Resize(IMAGE_SIZE), + transforms.CenterCrop(IMAGE_SIZE), transforms.ToTensor(), - transforms.Normalize(mean=[0.485, 0.456, 0.406], - std=[0.229, 0.224, 0.225]), - ]), - } - - # Load images from 'train' and 'test' directories with specified transformations - image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x), data_transforms[x]) - for x in ['train', 'test']} - - # Create DataLoader objects for training and testing datasets - dataloaders = { - 'train': DataLoader(image_datasets['train'], batch_size=batch_size, shuffle=True, - num_workers=4, pin_memory=True), - 'test': DataLoader(image_datasets['test'], batch_size=batch_size, shuffle=False, - num_workers=4, pin_memory=True) - } - - # Calculate the number of images in training and testing datasets - dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'test']} - - return dataloaders, dataset_sizes \ No newline at end of file + transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + ]) \ No newline at end of file From 5078895f49638cccf6b94b78af914a7cfa734255 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:43:06 +1000 Subject: [PATCH 29/61] Using get_transforms function in data loading logic. --- recognition/vit_47415056/dataset.py | 22 ++++++++++++---------- 1 file changed, 12 insertions(+), 10 deletions(-) diff --git a/recognition/vit_47415056/dataset.py b/recognition/vit_47415056/dataset.py index aa6650411..26a6b0fbf 100644 --- a/recognition/vit_47415056/dataset.py +++ b/recognition/vit_47415056/dataset.py @@ -3,18 +3,11 @@ from torch.utils.data import DataLoader # Constants for image processing -IMAGE_SIZE = 224 # Size to which images will be resized or cropped -BATCH_SIZE = 32 # Number of samples per batch for data loading +IMAGE_SIZE = 224 +BATCH_SIZE = 32 # Function to apply image transformations def get_transforms(is_train=True): - """ - Returns a set of transformations to apply to the images. - - Args: is_train (bool): If True, applies data augmentation for training. If False, applies standard transformations for testing/validation. - - Returns: transforms.Compose: Composed transformations to apply to images. - """ if is_train: return transforms.Compose([ transforms.RandomResizedCrop(IMAGE_SIZE), @@ -28,4 +21,13 @@ def get_transforms(is_train=True): transforms.CenterCrop(IMAGE_SIZE), transforms.ToTensor(), transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), - ]) \ No newline at end of file + ]) + +# Updated data loader logic to use `get_transforms` +def get_dataloaders(data_dir): + transform = get_transforms(is_train=True) + dataset = datasets.ImageFolder(root=data_dir, transform=transform) + + # Create DataLoader for the dataset + dataloader = DataLoader(dataset, batch_size=BATCH_SIZE, shuffle=True, num_workers=4) + return dataloader \ No newline at end of file From eef098e5402f76aded34ac552099c561ba0ae226 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:44:02 +1000 Subject: [PATCH 30/61] Implemented separate data loaders for training and validation with data splitting. --- recognition/vit_47415056/dataset.py | 17 +++++++++++------ 1 file changed, 11 insertions(+), 6 deletions(-) diff --git a/recognition/vit_47415056/dataset.py b/recognition/vit_47415056/dataset.py index 26a6b0fbf..6171ecc8e 100644 --- a/recognition/vit_47415056/dataset.py +++ b/recognition/vit_47415056/dataset.py @@ -1,6 +1,6 @@ import os from torchvision import datasets, transforms -from torch.utils.data import DataLoader +from torch.utils.data import DataLoader, random_split # Constants for image processing IMAGE_SIZE = 224 @@ -23,11 +23,16 @@ def get_transforms(is_train=True): transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), ]) -# Updated data loader logic to use `get_transforms` -def get_dataloaders(data_dir): +# Function to create training and validation loaders +def get_train_val_loaders(data_dir): transform = get_transforms(is_train=True) dataset = datasets.ImageFolder(root=data_dir, transform=transform) - # Create DataLoader for the dataset - dataloader = DataLoader(dataset, batch_size=BATCH_SIZE, shuffle=True, num_workers=4) - return dataloader \ No newline at end of file + # Split dataset: 90% for training, 10% for validation + train_size = int(0.9 * len(dataset)) + val_size = len(dataset) - train_size + train_dataset, val_dataset = random_split(dataset, [train_size, val_size]) + + train_loader = DataLoader(train_dataset, batch_size=BATCH_SIZE, shuffle=True, num_workers=6) + val_loader = DataLoader(val_dataset, batch_size=BATCH_SIZE, shuffle=False, num_workers=6) + return train_loader, val_loader \ No newline at end of file From 750d1ac48bae2cab0c1fcd56c52432e557894c81 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:45:59 +1000 Subject: [PATCH 31/61] Added separate test data loader and adjusted transformations for data augmentation. --- recognition/vit_47415056/dataset.py | 19 ++++++++++++++----- 1 file changed, 14 insertions(+), 5 deletions(-) diff --git a/recognition/vit_47415056/dataset.py b/recognition/vit_47415056/dataset.py index 6171ecc8e..3295e0518 100644 --- a/recognition/vit_47415056/dataset.py +++ b/recognition/vit_47415056/dataset.py @@ -1,4 +1,4 @@ -import os +import torch from torchvision import datasets, transforms from torch.utils.data import DataLoader, random_split @@ -8,19 +8,23 @@ # Function to apply image transformations def get_transforms(is_train=True): + """ + Returns a set of transformations to apply to the images. + """ if is_train: return transforms.Compose([ transforms.RandomResizedCrop(IMAGE_SIZE), transforms.RandomHorizontalFlip(), + transforms.RandomAdjustSharpness(sharpness_factor=0.9, p=0.1), transforms.ToTensor(), - transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + transforms.Normalize(mean=[0.1415] * 3, std=[0.2420] * 3), ]) else: return transforms.Compose([ transforms.Resize(IMAGE_SIZE), transforms.CenterCrop(IMAGE_SIZE), transforms.ToTensor(), - transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + transforms.Normalize(mean=[0.1415] * 3, std=[0.2420] * 3), ]) # Function to create training and validation loaders @@ -28,11 +32,16 @@ def get_train_val_loaders(data_dir): transform = get_transforms(is_train=True) dataset = datasets.ImageFolder(root=data_dir, transform=transform) - # Split dataset: 90% for training, 10% for validation train_size = int(0.9 * len(dataset)) val_size = len(dataset) - train_size train_dataset, val_dataset = random_split(dataset, [train_size, val_size]) train_loader = DataLoader(train_dataset, batch_size=BATCH_SIZE, shuffle=True, num_workers=6) val_loader = DataLoader(val_dataset, batch_size=BATCH_SIZE, shuffle=False, num_workers=6) - return train_loader, val_loader \ No newline at end of file + return train_loader, val_loader + +# Function to create a test loader +def get_test_loader(data_dir): + transform = get_transforms(is_train=False) + dataset = datasets.ImageFolder(root=data_dir, transform=transform) + return DataLoader(dataset, batch_size=BATCH_SIZE, shuffle=False, num_workers=6) \ No newline at end of file From a36f4bd0bcf7f0aa5ef4101ab6c129a279c8d92e Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:50:02 +1000 Subject: [PATCH 32/61] Added model for saving and testing logic with confusion matrix. --- recognition/vit_47415056/train.py | 162 +++++++++--------------------- 1 file changed, 45 insertions(+), 117 deletions(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 7fca90741..9b29fa6cb 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -1,138 +1,66 @@ import torch -import torch.optim as optim import torch.nn as nn +import torch.optim as optim import matplotlib.pyplot as plt -import time -from modules import create_model -from dataset import get_dataloaders - -def train_model(data_dir='/home/groups/comp3710/ADNI/AD_NC', num_epochs=20, batch_size=128, learning_rate=1e-4, num_classes=2, model_path='best_model.pth'): - """ - Train a Vision Transformer model on a given dataset. - - Parameters: - - data_dir (str): Path to the dataset directory. - - num_epochs (int): Number of epochs for training. - - batch_size (int): Number of samples per batch. - - learning_rate (float): Learning rate for the optimizer. - - num_classes (int): Number of output classes. - - model_path (str): Path to save the best model. - - Returns: - - model_path (str): Path of the saved model with the best accuracy. - """ - # Set device to GPU if available, otherwise use CPU - device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - print(f"Using device: {device}") +from sklearn.metrics import confusion_matrix, accuracy_score +from modules import initialize_model +from dataset import get_train_val_loaders, get_test_loader - # Load data using custom DataLoader function - dataloaders, dataset_sizes = get_dataloaders(data_dir, batch_size) +DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu") - # Initialize the model and move it to the selected device - model = create_model(num_classes) - model = model.to(device) +def train_and_validate(train_loader, val_loader, test_loader, model, criterion, optimizer, scheduler, num_epochs=11, model_path="model_weights.pth"): + best_val_accuracy = 0 + val_losses, val_accuracies = [], [] - # Define the loss function and optimizer - criterion = nn.CrossEntropyLoss() - optimizer = optim.AdamW(model.parameters(), lr=learning_rate, weight_decay=1e-4) - scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=7, gamma=0.1) - - # Initialize lists to store losses and accuracies - train_losses, test_losses = [], [] - train_accuracies, test_accuracies = [], [] - best_acc = 0.0 - since = time.time() - - for epoch in range(1, num_epochs + 1): - # Training phase + for epoch in range(num_epochs): model.train() - running_loss = 0.0 - running_corrects = 0 - - # Iterate over training data - for inputs, labels in dataloaders['train']: - inputs, labels = inputs.to(device), labels.to(device) + total_correct, total_samples = 0, len(train_loader.dataset) - # Zero the parameter gradients + for images, labels in train_loader: + images, labels = images.to(DEVICE), labels.to(DEVICE) optimizer.zero_grad() - - # Forward pass - outputs = model(inputs) - _, preds = torch.max(outputs, 1) + outputs = model(images) loss = criterion(outputs, labels) - - # Backward pass and optimization loss.backward() optimizer.step() + total_correct += outputs.argmax(dim=1).eq(labels).sum().item() - # Accumulate loss and correct predictions - running_loss += loss.item() * inputs.size(0) - running_corrects += torch.sum(preds == labels.data) + train_accuracy = total_correct / total_samples + print(f"Epoch {epoch + 1}: Training Accuracy: {train_accuracy:.2%}") - # Calculate average loss and accuracy for the training set - train_loss = running_loss / dataset_sizes['train'] - train_acc = (running_corrects.double() / dataset_sizes['train']) * 100 - train_losses.append(train_loss) - train_accuracies.append(train_acc) - - # Validation phase + # Validation logic model.eval() - running_loss = 0.0 - running_corrects = 0 - + val_correct, val_loss = 0, 0 with torch.no_grad(): - for inputs, labels in dataloaders['test']: - inputs, labels = inputs.to(device), labels.to(device) - - # Forward pass - outputs = model(inputs) - _, preds = torch.max(outputs, 1) - loss = criterion(outputs, labels) + for images, labels in val_loader: + images, labels = images.to(DEVICE), labels.to(DEVICE) + outputs = model(images) + val_loss += criterion(outputs, labels).item() + val_correct += outputs.argmax(dim=1).eq(labels).sum().item() - # Accumulate loss and correct predictions - running_loss += loss.item() * inputs.size(0) - running_corrects += torch.sum(preds == labels.data) + val_accuracy = val_correct / len(val_loader.dataset) + val_losses.append(val_loss / len(val_loader)) + val_accuracies.append(val_accuracy) - # Calculate average loss and accuracy for the validation set - test_loss = running_loss / dataset_sizes['test'] - test_acc = (running_corrects.double() / dataset_sizes['test']) * 100 - test_losses.append(test_loss) - test_accuracies.append(test_acc) + print(f"Epoch {epoch + 1}: Validation Loss: {val_losses[-1]:.4f}, Validation Accuracy: {val_accuracies[-1]:.2%}") + scheduler.step() - # Save the model if it has the best accuracy so far - if test_acc > best_acc: - best_acc = test_acc + if val_accuracy > best_val_accuracy: + best_val_accuracy = val_accuracy torch.save(model.state_dict(), model_path) + print(f"Model saved at Epoch {epoch + 1} with Validation Accuracy: {best_val_accuracy:.2%}\n") + + # Testing logic + model.eval() + all_preds, all_labels = [], [] + print("\nTesting the model on the test dataset...\n") + for images, labels in test_loader: + images = images.to(DEVICE) + with torch.no_grad(): + predictions = model(images).argmax(dim=1) + all_preds.extend(predictions.cpu().numpy()) + all_labels.extend(labels.numpy()) - # Print epoch results - print(f"Epoch [{epoch}/{num_epochs}] | Train Loss: {train_loss:.5f} | Train Acc: {train_acc:.2f}% | Test Loss: {test_loss:.5f} | Test Acc: {test_acc:.2f}%") - - # Plot training and validation loss and accuracy - plt.figure(figsize=(12, 4)) - plt.subplot(1, 2, 1) - plt.plot(range(1, num_epochs + 1), train_losses, label='Train Loss') - plt.plot(range(1, num_epochs + 1), test_losses, label='Test Loss') - plt.xlabel('Epoch') - plt.ylabel('Loss') - plt.title('Training and Validation Loss') - plt.legend() - - plt.subplot(1, 2, 2) - plt.plot(range(1, num_epochs + 1), train_accuracies, label='Train Accuracy') - plt.plot(range(1, num_epochs + 1), test_accuracies, label='Test Accuracy') - plt.xlabel('Epoch') - plt.ylabel('Accuracy (%)') - plt.title('Training and Validation Accuracy') - plt.legend() - - plt.tight_layout() - plt.show() - - # Calculate total training time - total_time = time.time() - since - total_minutes = int(total_time // 60) - total_seconds = int(total_time % 60) - print(f"Training complete in {total_minutes}m {total_seconds}s") - print(f"Best Test Accuracy: {best_acc:.2f}%") - - return model_path \ No newline at end of file + conf_matrix = confusion_matrix(all_labels, all_preds) + accuracy = accuracy_score(all_labels, all_preds) + print(f"Confusion Matrix:\n{conf_matrix}\nTest Accuracy: {accuracy:.2%}") \ No newline at end of file From 9772a1136993ea8132254f31fee624ff540526bc Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:50:34 +1000 Subject: [PATCH 33/61] Organized main function. --- recognition/vit_47415056/train.py | 35 +++++++++++++++++++++++++++++-- 1 file changed, 33 insertions(+), 2 deletions(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 9b29fa6cb..167e04dfa 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -28,7 +28,7 @@ def train_and_validate(train_loader, val_loader, test_loader, model, criterion, train_accuracy = total_correct / total_samples print(f"Epoch {epoch + 1}: Training Accuracy: {train_accuracy:.2%}") - # Validation logic + # Validation phase model.eval() val_correct, val_loss = 0, 0 with torch.no_grad(): @@ -63,4 +63,35 @@ def train_and_validate(train_loader, val_loader, test_loader, model, criterion, conf_matrix = confusion_matrix(all_labels, all_preds) accuracy = accuracy_score(all_labels, all_preds) - print(f"Confusion Matrix:\n{conf_matrix}\nTest Accuracy: {accuracy:.2%}") \ No newline at end of file + print(f"Confusion Matrix:\n{conf_matrix}\nTest Accuracy: {accuracy:.2%}") + + # Plotting metrics + plt.figure() + plt.plot(range(1, num_epochs + 1), val_losses, label="Validation Loss") + plt.plot(range(1, num_epochs + 1), val_accuracies, label="Validation Accuracy") + plt.xlabel("Epochs") + plt.ylabel("Metrics") + plt.legend() + plt.title("Training Metrics") + plt.show() + +def main(): + # Paths to data directories + train_data_dir = "/home/groups/comp3710/ADNI/AD_NC/train" + test_data_dir = "/home/groups/comp3710/ADNI/AD_NC/test" + + # Load data loaders with 90-10 split + train_loader, val_loader = get_train_val_loaders(train_data_dir) + test_loader = get_test_loader(test_data_dir) + + # Initialize model, loss, optimizer, and scheduler + model = initialize_model() + criterion = nn.CrossEntropyLoss() + optimizer = optim.Adam(model.parameters(), lr=1e-5, weight_decay=0) + scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=5, gamma=0.9) + + # Train, validate, and test the model + train_and_validate(train_loader, val_loader, test_loader, model, criterion, optimizer, scheduler) + +if __name__ == "__main__": + main() \ No newline at end of file From 460a51482cff10b2394465544e034d1062f40da7 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:53:49 +1000 Subject: [PATCH 34/61] Initialized basic script structure with imports and placeholder function. --- recognition/vit_47415056/predict.py | 13 +++++++++++++ 1 file changed, 13 insertions(+) create mode 100644 recognition/vit_47415056/predict.py diff --git a/recognition/vit_47415056/predict.py b/recognition/vit_47415056/predict.py new file mode 100644 index 000000000..c15c61ece --- /dev/null +++ b/recognition/vit_47415056/predict.py @@ -0,0 +1,13 @@ +import torch +from modules import initialize_model +from dataset import get_test_loader + +DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu") + +def predict_and_visualize(model_path, test_data_dir): + pass + +if __name__ == "__main__": + model_path = "model_weights.pth" + test_data_dir = "/home/groups/comp3710/ADNI/AD_NC/test" + predict_and_visualize(model_path, test_data_dir) \ No newline at end of file From 8c951dbee21c92ffd68b5b5f5f4889debcdcc011 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:54:38 +1000 Subject: [PATCH 35/61] Added model loading and set to evaluation mode. --- recognition/vit_47415056/predict.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/recognition/vit_47415056/predict.py b/recognition/vit_47415056/predict.py index c15c61ece..169254405 100644 --- a/recognition/vit_47415056/predict.py +++ b/recognition/vit_47415056/predict.py @@ -5,7 +5,10 @@ DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu") def predict_and_visualize(model_path, test_data_dir): - pass + # Load the model + model = initialize_model() + model.load_state_dict(torch.load(model_path)) + model.eval() if __name__ == "__main__": model_path = "model_weights.pth" From da45389e1c1ecf136dfb986967bc3a6e0a74f823 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:55:14 +1000 Subject: [PATCH 36/61] Added loading of test data using DataLoader. --- recognition/vit_47415056/predict.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/recognition/vit_47415056/predict.py b/recognition/vit_47415056/predict.py index 169254405..85c8508fe 100644 --- a/recognition/vit_47415056/predict.py +++ b/recognition/vit_47415056/predict.py @@ -10,6 +10,9 @@ def predict_and_visualize(model_path, test_data_dir): model.load_state_dict(torch.load(model_path)) model.eval() + # Load test data + test_loader = get_test_loader(test_data_dir) + if __name__ == "__main__": model_path = "model_weights.pth" test_data_dir = "/home/groups/comp3710/ADNI/AD_NC/test" From 5e659435fa72c7fc13857db27b5416f631636b59 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:55:46 +1000 Subject: [PATCH 37/61] Added prediction logic to evaluate the model on the test dataset. --- recognition/vit_47415056/predict.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/recognition/vit_47415056/predict.py b/recognition/vit_47415056/predict.py index 85c8508fe..35644c724 100644 --- a/recognition/vit_47415056/predict.py +++ b/recognition/vit_47415056/predict.py @@ -12,6 +12,15 @@ def predict_and_visualize(model_path, test_data_dir): # Load test data test_loader = get_test_loader(test_data_dir) + + all_preds, all_labels = [], [] + print("\nTesting the model again on the test dataset...\n") + for images, labels in test_loader: + images = images.to(DEVICE) + with torch.no_grad(): + predictions = model(images).argmax(dim=1) + all_preds.extend(predictions.cpu().numpy()) + all_labels.extend(labels.numpy()) if __name__ == "__main__": model_path = "model_weights.pth" From 51052586951347739d3b3e7514f4c5393ca28c2c Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:56:27 +1000 Subject: [PATCH 38/61] Calculating and print confusion matrix and test accuracy. --- recognition/vit_47415056/predict.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/recognition/vit_47415056/predict.py b/recognition/vit_47415056/predict.py index 35644c724..570bb8026 100644 --- a/recognition/vit_47415056/predict.py +++ b/recognition/vit_47415056/predict.py @@ -1,4 +1,5 @@ import torch +from sklearn.metrics import confusion_matrix, accuracy_score from modules import initialize_model from dataset import get_test_loader @@ -22,6 +23,11 @@ def predict_and_visualize(model_path, test_data_dir): all_preds.extend(predictions.cpu().numpy()) all_labels.extend(labels.numpy()) + # Calculate metrics + conf_matrix = confusion_matrix(all_labels, all_preds) + accuracy = accuracy_score(all_labels, all_preds) + print(f"Confusion Matrix:\n{conf_matrix}\nTest Accuracy: {accuracy:.2%}") + if __name__ == "__main__": model_path = "model_weights.pth" test_data_dir = "/home/groups/comp3710/ADNI/AD_NC/test" From 70328e26d958bece46e610ccb8ddc250bdd043ce Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:57:02 +1000 Subject: [PATCH 39/61] Added plotting of confusion matrix for better visualization. --- recognition/vit_47415056/predict.py | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/recognition/vit_47415056/predict.py b/recognition/vit_47415056/predict.py index 570bb8026..2f7d83e0a 100644 --- a/recognition/vit_47415056/predict.py +++ b/recognition/vit_47415056/predict.py @@ -1,5 +1,6 @@ import torch from sklearn.metrics import confusion_matrix, accuracy_score +import matplotlib.pyplot as plt from modules import initialize_model from dataset import get_test_loader @@ -23,11 +24,20 @@ def predict_and_visualize(model_path, test_data_dir): all_preds.extend(predictions.cpu().numpy()) all_labels.extend(labels.numpy()) - # Calculate metrics + # Calculate metrics and plot confusion matrix conf_matrix = confusion_matrix(all_labels, all_preds) accuracy = accuracy_score(all_labels, all_preds) print(f"Confusion Matrix:\n{conf_matrix}\nTest Accuracy: {accuracy:.2%}") + # Plotting the confusion matrix + plt.figure() + plt.matshow(conf_matrix, cmap='viridis') + plt.title("Confusion Matrix") + plt.colorbar() + plt.xlabel("Predicted") + plt.ylabel("Actual") + plt.show() + if __name__ == "__main__": model_path = "model_weights.pth" test_data_dir = "/home/groups/comp3710/ADNI/AD_NC/test" From 0e2175d30eb64ecf097fae0701fb05b877c631a0 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 04:58:00 +1000 Subject: [PATCH 40/61] Added informative comments to explain code functionality and purpose. --- recognition/vit_47415056/predict.py | 20 ++++++++++++++++---- 1 file changed, 16 insertions(+), 4 deletions(-) diff --git a/recognition/vit_47415056/predict.py b/recognition/vit_47415056/predict.py index 2f7d83e0a..aef87501d 100644 --- a/recognition/vit_47415056/predict.py +++ b/recognition/vit_47415056/predict.py @@ -4,19 +4,30 @@ from modules import initialize_model from dataset import get_test_loader +# Set the device to GPU if available, otherwise use CPU DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu") def predict_and_visualize(model_path, test_data_dir): - # Load the model + """ + Load a model, make predictions on test data, and visualize the results. + + Parameters: + - model_path (str): Path to the saved model weights. + - test_data_dir (str): Directory path for test data. + """ + + # Load the pre-trained model and set to evaluation mode model = initialize_model() model.load_state_dict(torch.load(model_path)) model.eval() - # Load test data + # Load test data using the custom DataLoader test_loader = get_test_loader(test_data_dir) all_preds, all_labels = [], [] print("\nTesting the model again on the test dataset...\n") + + # Iterate over test data and make predictions for images, labels in test_loader: images = images.to(DEVICE) with torch.no_grad(): @@ -24,12 +35,12 @@ def predict_and_visualize(model_path, test_data_dir): all_preds.extend(predictions.cpu().numpy()) all_labels.extend(labels.numpy()) - # Calculate metrics and plot confusion matrix + # Calculate and print confusion matrix and accuracy score conf_matrix = confusion_matrix(all_labels, all_preds) accuracy = accuracy_score(all_labels, all_preds) print(f"Confusion Matrix:\n{conf_matrix}\nTest Accuracy: {accuracy:.2%}") - # Plotting the confusion matrix + # Plotting the confusion matrix for visual analysis plt.figure() plt.matshow(conf_matrix, cmap='viridis') plt.title("Confusion Matrix") @@ -39,6 +50,7 @@ def predict_and_visualize(model_path, test_data_dir): plt.show() if __name__ == "__main__": + # Define the model path and test data directory model_path = "model_weights.pth" test_data_dir = "/home/groups/comp3710/ADNI/AD_NC/test" predict_and_visualize(model_path, test_data_dir) \ No newline at end of file From 293c28c994a918805c509cdafe19e267fe9e7db3 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 05:01:06 +1000 Subject: [PATCH 41/61] Added doc-strings to explain function parameters and the purpose of the main script. --- recognition/vit_47415056/train.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 167e04dfa..b0cd09348 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -9,6 +9,10 @@ DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu") def train_and_validate(train_loader, val_loader, test_loader, model, criterion, optimizer, scheduler, num_epochs=11, model_path="model_weights.pth"): + """ + Train, validate, and test a model, saving the best model based on validation accuracy. + + """ best_val_accuracy = 0 val_losses, val_accuracies = [], [] @@ -76,6 +80,11 @@ def train_and_validate(train_loader, val_loader, test_loader, model, criterion, plt.show() def main(): + """ + Main function to set up data loaders, initialize the model and training parameters, + and call the training and validation process. + + """ # Paths to data directories train_data_dir = "/home/groups/comp3710/ADNI/AD_NC/train" test_data_dir = "/home/groups/comp3710/ADNI/AD_NC/test" From bb72603d308a8e645056e55a67a0396d4bde1333 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 05:18:23 +1000 Subject: [PATCH 42/61] Final changes. --- recognition/vit_47415056/modules.py | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/recognition/vit_47415056/modules.py b/recognition/vit_47415056/modules.py index c076a67c5..28c644d4e 100644 --- a/recognition/vit_47415056/modules.py +++ b/recognition/vit_47415056/modules.py @@ -1,5 +1,5 @@ import torch -from timm import create_model # Import `create_model` from timm +from timm import create_model # Configure the device to use GPU if available, otherwise use CPU DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu") @@ -16,7 +16,6 @@ def initialize_model(): """ # Create a Vision Transformer (ViT) model using 'vit_small_patch16_224' - # with no pretrained weights and 2 output classes model = create_model("vit_small_patch16_224", pretrained=False, num_classes=2) - return model.to(DEVICE) # Move the model to the device (GPU or CPU) \ No newline at end of file + return model.to(DEVICE) \ No newline at end of file From 271544d7d83e42be910ce51d20618aa037359e7a Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 07:29:48 +1000 Subject: [PATCH 43/61] added plots for loss function. --- recognition/vit_47415056/train.py | 60 +++++++++++++++++++------------ 1 file changed, 38 insertions(+), 22 deletions(-) diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index b0cd09348..501a8c4f6 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -1,3 +1,4 @@ +import os import torch import torch.nn as nn import torch.optim as optim @@ -8,17 +9,22 @@ DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu") -def train_and_validate(train_loader, val_loader, test_loader, model, criterion, optimizer, scheduler, num_epochs=11, model_path="model_weights.pth"): +output_dir = "vit_47415056/graphs" +os.makedirs(output_dir, exist_ok=True) + +def train_and_validate(train_loader, val_loader, test_loader, model, criterion, optimizer, scheduler, num_epochs=1, model_path="model_weights.pth"): """ Train, validate, and test a model, saving the best model based on validation accuracy. """ best_val_accuracy = 0 val_losses, val_accuracies = [], [] + train_accuracies, train_losses = [], [] for epoch in range(num_epochs): model.train() total_correct, total_samples = 0, len(train_loader.dataset) + total_loss = 0 for images, labels in train_loader: images, labels = images.to(DEVICE), labels.to(DEVICE) @@ -27,9 +33,12 @@ def train_and_validate(train_loader, val_loader, test_loader, model, criterion, loss = criterion(outputs, labels) loss.backward() optimizer.step() + total_loss += loss.item() total_correct += outputs.argmax(dim=1).eq(labels).sum().item() train_accuracy = total_correct / total_samples + train_accuracies.append(train_accuracy) + train_losses.append(total_loss / len(train_loader)) print(f"Epoch {epoch + 1}: Training Accuracy: {train_accuracy:.2%}") # Validation phase @@ -54,7 +63,27 @@ def train_and_validate(train_loader, val_loader, test_loader, model, criterion, torch.save(model.state_dict(), model_path) print(f"Model saved at Epoch {epoch + 1} with Validation Accuracy: {best_val_accuracy:.2%}\n") - # Testing logic + # Plotting Training vs. Validation Accuracy + plt.figure() + plt.plot(range(1, num_epochs + 1), train_accuracies, label="Training Accuracy") + plt.plot(range(1, num_epochs + 1), val_accuracies, label="Validation Accuracy") + plt.xlabel("Epochs") + plt.ylabel("Accuracy") + plt.legend() + plt.title("Training vs. Validation Accuracy") + plt.savefig(os.path.join(output_dir, "accuracy_vs_epochs.png")) + + # Plotting Training vs. Validation Loss + plt.figure() + plt.plot(range(1, num_epochs + 1), train_losses, label="Training Loss") + plt.plot(range(1, num_epochs + 1), val_losses, label="Validation Loss") + plt.xlabel("Epochs") + plt.ylabel("Loss") + plt.legend() + plt.title("Training vs. Validation Loss") + plt.savefig(os.path.join(output_dir, "loss_vs_epochs.png")) + + # Testing phase model.eval() all_preds, all_labels = [], [] print("\nTesting the model on the test dataset...\n") @@ -69,37 +98,24 @@ def train_and_validate(train_loader, val_loader, test_loader, model, criterion, accuracy = accuracy_score(all_labels, all_preds) print(f"Confusion Matrix:\n{conf_matrix}\nTest Accuracy: {accuracy:.2%}") - # Plotting metrics + # Plotting confusion matrix as covariance matrix (heatmap) plt.figure() - plt.plot(range(1, num_epochs + 1), val_losses, label="Validation Loss") - plt.plot(range(1, num_epochs + 1), val_accuracies, label="Validation Accuracy") - plt.xlabel("Epochs") - plt.ylabel("Metrics") - plt.legend() - plt.title("Training Metrics") - plt.show() + plt.matshow(conf_matrix, cmap='viridis') + plt.title("Confusion Matrix (Covariance Matrix)") + plt.colorbar() + plt.xlabel("Predicted") + plt.ylabel("Actual") + plt.savefig(os.path.join(output_dir, "covariance_matrix.png")) def main(): - """ - Main function to set up data loaders, initialize the model and training parameters, - and call the training and validation process. - - """ - # Paths to data directories train_data_dir = "/home/groups/comp3710/ADNI/AD_NC/train" test_data_dir = "/home/groups/comp3710/ADNI/AD_NC/test" - - # Load data loaders with 90-10 split train_loader, val_loader = get_train_val_loaders(train_data_dir) test_loader = get_test_loader(test_data_dir) - - # Initialize model, loss, optimizer, and scheduler model = initialize_model() criterion = nn.CrossEntropyLoss() optimizer = optim.Adam(model.parameters(), lr=1e-5, weight_decay=0) scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=5, gamma=0.9) - - # Train, validate, and test the model train_and_validate(train_loader, val_loader, test_loader, model, criterion, optimizer, scheduler) if __name__ == "__main__": From fe0a0ab6c11a9cb76cbc3716d0eaaf4bb79db856 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 07:31:14 +1000 Subject: [PATCH 44/61] Added covariance matrix plot --- recognition/vit_47415056/predict.py | 26 +++++++++++++++----------- 1 file changed, 15 insertions(+), 11 deletions(-) diff --git a/recognition/vit_47415056/predict.py b/recognition/vit_47415056/predict.py index aef87501d..d449d06c2 100644 --- a/recognition/vit_47415056/predict.py +++ b/recognition/vit_47415056/predict.py @@ -1,12 +1,17 @@ +import os import torch from sklearn.metrics import confusion_matrix, accuracy_score import matplotlib.pyplot as plt from modules import initialize_model from dataset import get_test_loader +import numpy as np -# Set the device to GPU if available, otherwise use CPU DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu") +# Create the folder structure if it does not exist +output_dir = "vit_47415056/graphs" +os.makedirs(output_dir, exist_ok=True) + def predict_and_visualize(model_path, test_data_dir): """ Load a model, make predictions on test data, and visualize the results. @@ -16,18 +21,14 @@ def predict_and_visualize(model_path, test_data_dir): - test_data_dir (str): Directory path for test data. """ - # Load the pre-trained model and set to evaluation mode model = initialize_model() model.load_state_dict(torch.load(model_path)) model.eval() - # Load test data using the custom DataLoader test_loader = get_test_loader(test_data_dir) - all_preds, all_labels = [], [] + print("\nTesting the model again on the test dataset...\n") - - # Iterate over test data and make predictions for images, labels in test_loader: images = images.to(DEVICE) with torch.no_grad(): @@ -35,22 +36,25 @@ def predict_and_visualize(model_path, test_data_dir): all_preds.extend(predictions.cpu().numpy()) all_labels.extend(labels.numpy()) - # Calculate and print confusion matrix and accuracy score conf_matrix = confusion_matrix(all_labels, all_preds) accuracy = accuracy_score(all_labels, all_preds) print(f"Confusion Matrix:\n{conf_matrix}\nTest Accuracy: {accuracy:.2%}") - # Plotting the confusion matrix for visual analysis + # Plotting the confusion matrix as a covariance matrix (heatmap) with numbers plt.figure() plt.matshow(conf_matrix, cmap='viridis') - plt.title("Confusion Matrix") + plt.title("Confusion Matrix (Covariance Matrix)") plt.colorbar() plt.xlabel("Predicted") plt.ylabel("Actual") - plt.show() + + # Add numbers to each cell + for (i, j), value in np.ndenumerate(conf_matrix): + plt.text(j, i, f"{value}", ha="center", va="center", color="white") + + plt.savefig(os.path.join(output_dir, "covariance_matrix.png")) if __name__ == "__main__": - # Define the model path and test data directory model_path = "model_weights.pth" test_data_dir = "/home/groups/comp3710/ADNI/AD_NC/test" predict_and_visualize(model_path, test_data_dir) \ No newline at end of file From c8ad454df3f41a28a43d403a2741b3ac80a9d983 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 09:14:49 +1000 Subject: [PATCH 45/61] Updated the final documentation and README. --- recognition/vit_47415056/README.md | 193 +++++++++++++++++++++++++++++ 1 file changed, 193 insertions(+) create mode 100644 recognition/vit_47415056/README.md diff --git a/recognition/vit_47415056/README.md b/recognition/vit_47415056/README.md new file mode 100644 index 000000000..9024b9af3 --- /dev/null +++ b/recognition/vit_47415056/README.md @@ -0,0 +1,193 @@ +# Alzheimer’s Disease Classification Using Vision Transformers (ViT) + +**Student Number:** 47415056 + +**Name:** Swastik Lohchab + +**Description** This project focuses on classifying Alzheimer’s Disease from MRI scans using Vision Transformers (ViT). The approach leverages ViT’s ability to capture spatial correlations across different regions of the brain, aiming to identify key areas associated with Alzheimer’s Disease. This project was conducted as part of the COMP3710 course at the University of Queensland and achieved a test accuracy of 68.20%. +--- + +## Table of Contents +1. [How It Works](#1-how-it-works) +2. [Network Architecture](#2-network-architecture) +3. [Dependencies](#3-dependencies) +4. [Reproducibility](#4-reproducibility) +5. [How to Run](#5-how-to-run) +6. [Data Pre-Processing and Splits](#6-data-pre-processing-and-splits) +7. [Training and Evaluation](#7-training-and-evaluation) +8. [Results and Visualizations](#8-results-and-visualizations) +9. [Future Improvements](#9-future-improvements) +10. [Conclusion](#10-conclusion) +11. [References](#11-references) + + +## 1. How It Works + +### Overview +The Vision Transformer (ViT) model takes an input image, divides it into patches, linearly embeds the patches, and feeds them into a series of Transformer layers to extract meaningful features for classification. In this project, we train the ViT model on a dataset of MRI images, each labeled as either ‘Normal’ or ‘Alzheimer’s Disease’. + +The attention mechanism of the model underlines important brain areas that correlate with AD, hence giving insight into the model's decision-making process. + +### Key Steps +1. Patch Embedding: The input image is divided into 16x16 patches, which are then flattened and linearly embedded to form a sequence. +2. Positional Encoding: Positional encodings are added to the patch embeddings to preserve spatial information. +3. Transformer Blocks: The embeddings are passed through multiple Transformer blocks, each consisting of a multi-head self-attention layer and a feed-forward neural network. +4. Classification Head: The final feature vector is used for binary classification, predicting either ‘Normal’ or ‘Alzheimer’s Disease’. + + +## 2. Network Architecture + +### Key Components of Vision Transformer (ViT) +1. Patch Embedding Layer: Converts the input image into a sequence of flattened image patches, which can be processed by the Transformer. +2. Positional Encoding: Injects information about the spatial positions of the patches into the embeddings, as the Transformer is inherently permutation-invariant and does not have a built-in notion of order or position. +3. Transformer Blocks: The final output of each Transformer block is a refined set of patch embeddings, which are then passed to the next block in the sequence. +4. Classification Head: Transforms the output of the final Transformer block into class predictions. + +### Steps of the Network Architecture +1. Input Image Processing +2. Adding Positional Encodings +3. Processing Through Transformer Blocks +4. Classification + +### Benefits of Using Vision Transformers (ViT) +1. Unlike CNNs, which have a limited receptive field, ViT can capture long-range dependencies across the entire image using self-attention. +2. ViT can be easily scaled up or down by changing the number of patches, the embedding dimension, or the number of Transformer blocks. +3. Attention maps provide insights into which regions of the image are most important for the model’s decision-making process, making ViT a valuable tool for medical image analysis. + +![ViT Architecture](images/vit_architecture.jpg) + + +## 3. Dependencies +1. torch==2.0.1 +2. torchvision==0.15.2 +3. numpy==1.25.0 +4. matplotlib==3.7.1 +5. Pillow==9.4.0 +6. scikit-learn==1.2.2 for performance metrics +7. scipy==1.11.1 +8. python==3.12.4 + + +## 4. Reproducibility + +### Environment +1. Hardware: Training was conducted on Rangpur High-Performance Computing with NVidia A100 GPUs. +2. Software: Python 3.12 environment, using Anaconda. + + +## 5. How to Run + +1. Clone the repository: + +``` +git clone https://github.com/yttrium400/PatternAnalysis-2024.git +cd PatternAnalysis-2024/recognition/vit_47415056 +``` + +2. Train the model: + +``` +python train.py +``` + +This will train the ViT model on the ADNI dataset and save the trained model to `model_weights.pth` within the base vit_47415056 folder. + +3. Prediction: + +``` +python predict.py +``` + + +## 6. Data Pre-Processing and Splits + +### Pre-Processing Steps +1. Resizing: All MRI images are resized to 224x224 pixels to ensure uniform input size, which is compatible with the Vision Transformer model. +2. Normalization: The pixel values are normalized using a mean of 0.1415 and a standard deviation of 0.2420, helping to standardize the input data and improve model convergence. +3. Data Augmentation: Various augmentation techniques are applied to increase data variability and reduce overfitting: + • Random Horizontal Flip: Flips images horizontally with a 50% probability. + • Random Vertical Flip: Adds further variability by flipping images vertically. + • Random Resized Crop: Randomly crops and resizes images to add randomness to the input images. + • Adjusting Sharpness: Modifies the sharpness of images to simulate different imaging conditions. +4. ToTensor Conversion: Images are converted to PyTorch tensors, which is necessary for inputting data into the model. +5. Shuffling: The training data is shuffled to ensure that the model does not learn any unintended patterns based on the order of the images. + +### Data Structure + +``` +AD_NC +├── test +│ ├── AD +│ └── NC +└── train + ├── AD + └── NC +``` + +### Image 1 -> AD +![AD image from train set](images/AD.jpeg) +### Image 2 -> NC +![NC image from train set](images/NC.jpeg) + +### Splitting Strategy +The training set was further divided into 90% for training and 10% for validation. The split ensured that images from the same patient were not present in both subsets to maintain data integrity. + + +## 7. Training and Evaluation + +### Configuration +1. Model: Vision Transformer (ViT) - "vit_small_patch16_224" +2. Optimizer: Adam with learning rate of 1e-5 and StepLR scheduler +3. Batch Size: 32 +4. Number of Epochs: 11 +5. Loss Function: Cross-Entropy Loss +6. Early Stopping: Triggered if validation loss did not improve for 7 epochs + +### Training Loop +The training loop monitored both accuracy and loss metrics. Early stopping was implemented to prevent overfitting. + + +## 8. Results and Visualizations + +### Performance +The final model achieved an accuracy of 68.20% on the test set. + +![Training and Testing Accuracy](images/result.jpg) + +### Training and Validation Plots +1. Accuracy vs. Epochs: ![Training and Testing Accuracy VS No. of epochs graph](images/accuracy_graph.jpg) +2. Loss vs. Epochs: ![Training and Testing loss VS No. of epochs graph](images/loss_graph.jpg) + +### Confusion Matrix +The confusion matrix provides insights into the model’s classification performance: + +![Covariance Matrix](images/covariance_matrix.jpg) + + +## 9. Future Improvements +1. Data Augmentation: Explore additional augmentation techniques to further improve model generalization. +2. Hyperparameter Tuning: Experiment with different learning rates, batch sizes, and Transformer configurations. +3. Attention Analysis: Conduct a more in-depth analysis of the attention maps to understand the model’s focus areas better. + + +## 10. Conclusion +This project successfully implemented a Vision Transformer (ViT) to classify Alzheimer’s Disease from MRI scans, achieving a test accuracy of 68.20%. While the model shows promise, the accuracy is limited by factors such as the complexity of MRI data, limited dataset size, and potential overfitting. + +### Analysis of Training and Validation Graphs +1. Accuracy vs. Epochs: The accuracy graph shows a steady improvement in both training and validation accuracy over the epochs, indicating that the model is learning meaningful features from the data. However, there are noticeable fluctuations in the validation accuracy, which could be due to overfitting, where the model starts to memorize the training data instead of generalizing well to unseen data. +2. Loss vs. Epochs: The loss graph demonstrates a consistent decrease in training loss, but the validation loss does not drop as steadily. The gap between training and validation loss suggests that the model might be overfitting. Despite early stopping, there is still a risk that the model’s performance could degrade on new data, highlighting the need for more robust regularization techniques or a larger dataset. + +### Analysis of the Confusion Matrix +The confusion matrix reveals additional insights into the model’s performance: + +1. True Positives (Top-Left: 3790): The number of correctly classified Normal cases is relatively high, indicating that the model is good at identifying non-Alzheimer’s patients. +2. True Negatives (Bottom-Right: 2160): The number of correctly identified Alzheimer’s cases is also significant but lower than the true positives, suggesting the model is somewhat less effective at detecting Alzheimer’s. +3. False Positives (Top-Right: 670): These are cases where the model incorrectly classified Normal patients as having Alzheimer’s. While relatively fewer in number, false positives could lead to unnecessary concern or medical procedures. +4. False Negatives (Bottom-Left: 2380): The false negatives are concerning, as these represent Alzheimer’s cases that the model failed to identify. In a medical context, such errors are particularly critical, as undiagnosed Alzheimer’s Disease could delay necessary treatment or intervention. + + +## 11. References +1. Visual Transformer Architecture (ViT) - (https://huggingface.co/docs/transformers/model_doc/vit) +2. ADNI Dataset - (https://adni.loni.usc.edu) +3. 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The approach leverages ViT’s ability to capture spatial correlations across different regions of the brain, aiming to identify key areas associated with Alzheimer’s Disease. This project was conducted as part of the COMP3710 course at the University of Queensland and achieved a test accuracy of 68.20%. +**Description** +This project focuses on classifying Alzheimer’s Disease from MRI scans using Vision Transformers (ViT). The approach leverages ViT’s ability to capture spatial correlations across different regions of the brain, aiming to identify key areas associated with Alzheimer’s Disease. This project was conducted as part of the COMP3710 course at the University of Queensland and achieved a test accuracy of 68.20%. --- ## Table of Contents @@ -54,7 +55,7 @@ The attention mechanism of the model underlines important brain areas that corre 2. ViT can be easily scaled up or down by changing the number of patches, the embedding dimension, or the number of Transformer blocks. 3. Attention maps provide insights into which regions of the image are most important for the model’s decision-making process, making ViT a valuable tool for medical image analysis. -![ViT Architecture](images/vit_architecture.jpg) +![ViT Architecture](recognition/vit_47415056/images/vit_architecture.jpg.) ## 3. Dependencies @@ -190,4 +191,4 @@ The confusion matrix reveals additional insights into the model’s performance: 1. Visual Transformer Architecture (ViT) - (https://huggingface.co/docs/transformers/model_doc/vit) 2. ADNI Dataset - (https://adni.loni.usc.edu) 3. ViT Overview - (https://www.geeksforgeeks.org/vision-transformer-vit-architecture/) -4. chatgpt - (https://chatgpt.com/c/6722567c-918c-800d-aae9-045e4d1dbf33) \ No newline at end of file +4. chatgpt - (https://chatgpt.com/c/6722567c-918c-800d-aae9-045e4d1dbf33) From 569ffac21cd09191d4098c8ed490d738cd7f4806 Mon Sep 17 00:00:00 2001 From: yttrium400 <163632194+yttrium400@users.noreply.github.com> Date: Fri, 1 Nov 2024 09:30:46 +1000 Subject: [PATCH 54/61] Update README.md --- recognition/vit_47415056/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/recognition/vit_47415056/README.md b/recognition/vit_47415056/README.md index e18ddd4be..bf7ba7ac9 100644 --- a/recognition/vit_47415056/README.md +++ b/recognition/vit_47415056/README.md @@ -55,7 +55,7 @@ The attention mechanism of the model underlines important brain areas that corre 2. ViT can be easily scaled up or down by changing the number of patches, the embedding dimension, or the number of Transformer blocks. 3. Attention maps provide insights into which regions of the image are most important for the model’s decision-making process, making ViT a valuable tool for medical image analysis. -![ViT Architecture](recognition/vit_47415056/images/vit_architecture.jpg.) +![ViT Architecture](/images/vit_architecture.jpg) ## 3. Dependencies From 86cb1f9b61c2a5bcc5187fa6512ab857a34d94d2 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Fri, 1 Nov 2024 09:35:05 +1000 Subject: [PATCH 55/61] README changes --- recognition/.DS_Store | Bin 0 -> 6148 bytes recognition/README.md | 10 ---------- recognition/vit_47415056/.DS_Store | Bin 0 -> 6148 bytes 3 files changed, 10 deletions(-) create mode 100644 recognition/.DS_Store delete mode 100644 recognition/README.md create mode 100644 recognition/vit_47415056/.DS_Store diff --git a/recognition/.DS_Store b/recognition/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..3405e5b027823c58dd3626444e4ee8bf1007251c GIT binary patch literal 6148 zcmeHKJ5EC}5S)b+kw}q}(nlZ?A*~gK6L0_!q(O?5f=~S_&c)G~{WMPxy3j)&$PrTwCk0bsX zcl)=O!}IZY@FbZOkOERb3P=Gda1sTotj@1aa+(g20#e|d6!7muqdWG(Au&E39HIpv z&KM5kJbDRY^8m3I4vCD=EUCn#TD2IKbjDld^}-=B>9A@(tZugIP%Lie`7P36JyD|+ zkOE@`E_1o``hQRVqyHb1w2}f+;H(s|+3sPt<&&zmP9EpAw$Y#Hp7Tw2<2)!Fq8t;W i9CP92_&Sm@ulbz&y>LhjI^#hn>Sw@pkx7C7R^SKrloNCS literal 0 HcmV?d00001 diff --git a/recognition/README.md b/recognition/README.md deleted file mode 100644 index 32c99e899..000000000 --- a/recognition/README.md +++ /dev/null @@ -1,10 +0,0 @@ -# Recognition Tasks -Various recognition tasks solved in deep learning frameworks. - -Tasks may include: -* Image Segmentation -* Object detection -* Graph node classification -* Image super resolution -* Disease classification -* Generative modelling with StyleGAN and Stable Diffusion \ No newline at end of file diff --git a/recognition/vit_47415056/.DS_Store b/recognition/vit_47415056/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..f1c59b2970a51c23d6bd1ba516065846f7fb4d4e GIT binary patch literal 6148 zcmeHKyN&`e4733uB$_R+%rEc<5#kE!`+?&C(SRrr{Z@PzpLXL%!D^w~D-Mk%XA;Mg zC{wK0BBIOdZXwc$$P8{MHyiq9`{q3xWki8+oUxb7?y^1poX^Kz_Va*or?QrlY~=9B zw+$KA!;D$A^4fIb325$j?6NKF`_g(^6 zEC8&DZ6G2r4Jt6Gnk|L~9r2QRHL(p0x@a~Znm229DC)Q4{Nm}NHIO3}paNY5#<6Uy z{(r(>^#5HFS5$xsyp;kvS$(aRcv9BZ-s7y+7Wg;Za_(?5%$ Date: Fri, 1 Nov 2024 09:39:20 +1000 Subject: [PATCH 56/61] Update README.md --- recognition/vit_47415056/README.md | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/recognition/vit_47415056/README.md b/recognition/vit_47415056/README.md index bf7ba7ac9..cff4f25c4 100644 --- a/recognition/vit_47415056/README.md +++ b/recognition/vit_47415056/README.md @@ -4,9 +4,9 @@ **Name:** Swastik Lohchab -**Description** +**Description:** This project focuses on classifying Alzheimer’s Disease from MRI scans using Vision Transformers (ViT). The approach leverages ViT’s ability to capture spatial correlations across different regions of the brain, aiming to identify key areas associated with Alzheimer’s Disease. This project was conducted as part of the COMP3710 course at the University of Queensland and achieved a test accuracy of 68.20%. ---- + ## Table of Contents 1. [How It Works](#1-how-it-works) @@ -55,7 +55,7 @@ The attention mechanism of the model underlines important brain areas that corre 2. ViT can be easily scaled up or down by changing the number of patches, the embedding dimension, or the number of Transformer blocks. 3. Attention maps provide insights into which regions of the image are most important for the model’s decision-making process, making ViT a valuable tool for medical image analysis. -![ViT Architecture](/images/vit_architecture.jpg) +![ViT Architecture](/Images/vit_architecture.jpg) ## 3. Dependencies @@ -126,9 +126,9 @@ AD_NC ``` ### Image 1 -> AD -![AD image from train set](images/AD.jpeg) +![AD image from train set](Images/AD.jpeg) ### Image 2 -> NC -![NC image from train set](images/NC.jpeg) +![NC image from train set](Images/NC.jpeg) ### Splitting Strategy The training set was further divided into 90% for training and 10% for validation. The split ensured that images from the same patient were not present in both subsets to maintain data integrity. @@ -153,16 +153,16 @@ The training loop monitored both accuracy and loss metrics. Early stopping was i ### Performance The final model achieved an accuracy of 68.20% on the test set. -![Training and Testing Accuracy](images/result.jpg) +![Training and Testing Accuracy](Images/result.jpg) ### Training and Validation Plots -1. Accuracy vs. Epochs: ![Training and Testing Accuracy VS No. of epochs graph](images/accuracy_graph.jpg) -2. Loss vs. Epochs: ![Training and Testing loss VS No. of epochs graph](images/loss_graph.jpg) +1. Accuracy vs. Epochs: ![Training and Testing Accuracy VS No. of epochs graph](Images/accuracy_graph.jpg) +2. Loss vs. Epochs: ![Training and Testing loss VS No. of epochs graph](Images/loss_graph.jpg) ### Confusion Matrix The confusion matrix provides insights into the model’s classification performance: -![Covariance Matrix](images/covariance_matrix.jpg) +![Covariance Matrix](Images/covariance_matrix.jpg) ## 9. Future Improvements From 040d9de79820291b5bdd38ef09181d01a9cfae85 Mon Sep 17 00:00:00 2001 From: yttrium400 <163632194+yttrium400@users.noreply.github.com> Date: Fri, 1 Nov 2024 09:40:25 +1000 Subject: [PATCH 57/61] Update README.md --- recognition/vit_47415056/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/recognition/vit_47415056/README.md b/recognition/vit_47415056/README.md index cff4f25c4..8451cfb20 100644 --- a/recognition/vit_47415056/README.md +++ b/recognition/vit_47415056/README.md @@ -55,7 +55,7 @@ The attention mechanism of the model underlines important brain areas that corre 2. ViT can be easily scaled up or down by changing the number of patches, the embedding dimension, or the number of Transformer blocks. 3. Attention maps provide insights into which regions of the image are most important for the model’s decision-making process, making ViT a valuable tool for medical image analysis. -![ViT Architecture](/Images/vit_architecture.jpg) +![ViT Architecture](Images/vit_architecture.jpg) ## 3. Dependencies From 6522721456a1cbedbcded0f23e3231595666fb47 Mon Sep 17 00:00:00 2001 From: yttrium400 Date: Tue, 12 Nov 2024 18:41:21 +1000 Subject: [PATCH 58/61] added docstrings and changed README based on tutor's feedback. --- .DS_Store | Bin 0 -> 6148 bytes recognition/vit_47415056/Images/AD1.jpeg | Bin 0 -> 6278 bytes recognition/vit_47415056/Images/AD2.jpeg | Bin 0 -> 6202 bytes recognition/vit_47415056/Images/AD3.jpeg | Bin 0 -> 6301 bytes recognition/vit_47415056/Images/NC1.jpeg | Bin 0 -> 6175 bytes recognition/vit_47415056/Images/NC2.jpeg | Bin 0 -> 6203 bytes recognition/vit_47415056/Images/NC3.jpeg | Bin 0 -> 6053 bytes recognition/vit_47415056/README.md | 22 ++++++++------ recognition/vit_47415056/dataset.py | 35 ++++++++++++++++++++--- recognition/vit_47415056/train.py | 4 +++ 10 files changed, 49 insertions(+), 12 deletions(-) create mode 100644 .DS_Store create mode 100644 recognition/vit_47415056/Images/AD1.jpeg create mode 100644 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b/recognition/vit_47415056/README.md index 8451cfb20..e36c24351 100644 --- a/recognition/vit_47415056/README.md +++ b/recognition/vit_47415056/README.md @@ -5,7 +5,7 @@ **Name:** Swastik Lohchab **Description:** -This project focuses on classifying Alzheimer’s Disease from MRI scans using Vision Transformers (ViT). The approach leverages ViT’s ability to capture spatial correlations across different regions of the brain, aiming to identify key areas associated with Alzheimer’s Disease. This project was conducted as part of the COMP3710 course at the University of Queensland and achieved a test accuracy of 68.20%. +This project focuses on classifying Alzheimer’s Disease from MRI scans using Vision Transformers (ViT). The approach leverages ViT’s ability to capture spatial correlations across different regions of the brain, aiming to identify key areas associated with Alzheimer’s Disease. This project was conducted as part of the COMP3710 course at the University of Queensland and achieved a training accuracy of 67.78%, validation accuracy of 69.66% and test accuracy of 68.20%. ## Table of Contents @@ -125,10 +125,17 @@ AD_NC └── NC ``` -### Image 1 -> AD +### Images for AD ![AD image from train set](Images/AD.jpeg) -### Image 2 -> NC +![AD image from train set](Images/AD1.jpeg) +![AD image from train set](Images/AD2.jpeg) +![AD image from train set](Images/AD3.jpeg) + +### Images for NC ![NC image from train set](Images/NC.jpeg) +![NC image from train set](Images/NC1.jpeg) +![NC image from train set](Images/NC2.jpeg) +![NC image from train set](Images/NC3.jpeg) ### Splitting Strategy The training set was further divided into 90% for training and 10% for validation. The split ensured that images from the same patient were not present in both subsets to maintain data integrity. @@ -140,7 +147,7 @@ The training set was further divided into 90% for training and 10% for validatio 1. Model: Vision Transformer (ViT) - "vit_small_patch16_224" 2. Optimizer: Adam with learning rate of 1e-5 and StepLR scheduler 3. Batch Size: 32 -4. Number of Epochs: 11 +4. Number of Epochs: 10 5. Loss Function: Cross-Entropy Loss 6. Early Stopping: Triggered if validation loss did not improve for 7 epochs @@ -151,9 +158,8 @@ The training loop monitored both accuracy and loss metrics. Early stopping was i ## 8. Results and Visualizations ### Performance -The final model achieved an accuracy of 68.20% on the test set. - -![Training and Testing Accuracy](Images/result.jpg) +The final model achieved a training accuracy of 67.78%, validation accuracy of 69.66% and test accuracy of 68.20%. +![Training, Validation and Testing Accuracy](Images/result.jpg) ### Training and Validation Plots 1. Accuracy vs. Epochs: ![Training and Testing Accuracy VS No. of epochs graph](Images/accuracy_graph.jpg) @@ -172,7 +178,7 @@ The confusion matrix provides insights into the model’s classification perform ## 10. Conclusion -This project successfully implemented a Vision Transformer (ViT) to classify Alzheimer’s Disease from MRI scans, achieving a test accuracy of 68.20%. While the model shows promise, the accuracy is limited by factors such as the complexity of MRI data, limited dataset size, and potential overfitting. +This project successfully implemented a Vision Transformer (ViT) to classify Alzheimer’s Disease from MRI scans, achieving a test accuracy of 68.20%. While the model shows promise, the accuracy is limited by factors such as the complexity of MRI data and limited dataset size. ### Analysis of Training and Validation Graphs 1. Accuracy vs. Epochs: The accuracy graph shows a steady improvement in both training and validation accuracy over the epochs, indicating that the model is learning meaningful features from the data. However, there are noticeable fluctuations in the validation accuracy, which could be due to overfitting, where the model starts to memorize the training data instead of generalizing well to unseen data. diff --git a/recognition/vit_47415056/dataset.py b/recognition/vit_47415056/dataset.py index 3295e0518..634354d6e 100644 --- a/recognition/vit_47415056/dataset.py +++ b/recognition/vit_47415056/dataset.py @@ -6,12 +6,18 @@ IMAGE_SIZE = 224 BATCH_SIZE = 32 -# Function to apply image transformations def get_transforms(is_train=True): """ - Returns a set of transformations to apply to the images. + Returns transformations for training or testing images. + + Args: + is_train (bool): True for training transforms, False for testing. + + Returns: + torchvision.transforms.Compose: Composed transformations. """ if is_train: + # Data augmentation for training return transforms.Compose([ transforms.RandomResizedCrop(IMAGE_SIZE), transforms.RandomHorizontalFlip(), @@ -20,6 +26,7 @@ def get_transforms(is_train=True): transforms.Normalize(mean=[0.1415] * 3, std=[0.2420] * 3), ]) else: + # Basic transforms for testing return transforms.Compose([ transforms.Resize(IMAGE_SIZE), transforms.CenterCrop(IMAGE_SIZE), @@ -27,21 +34,41 @@ def get_transforms(is_train=True): transforms.Normalize(mean=[0.1415] * 3, std=[0.2420] * 3), ]) -# Function to create training and validation loaders def get_train_val_loaders(data_dir): + """ + Creates DataLoaders for training and validation sets. + + Args: + data_dir (str): Directory with image data. + + Returns: + tuple: (train_loader, val_loader) for training and validation. + """ transform = get_transforms(is_train=True) dataset = datasets.ImageFolder(root=data_dir, transform=transform) + # Split dataset into training and validation sets train_size = int(0.9 * len(dataset)) val_size = len(dataset) - train_size train_dataset, val_dataset = random_split(dataset, [train_size, val_size]) + # Create DataLoaders train_loader = DataLoader(train_dataset, batch_size=BATCH_SIZE, shuffle=True, num_workers=6) val_loader = DataLoader(val_dataset, batch_size=BATCH_SIZE, shuffle=False, num_workers=6) return train_loader, val_loader -# Function to create a test loader def get_test_loader(data_dir): + """ + Creates a DataLoader for the test set. + + Args: + data_dir (str): Directory with test image data. + + Returns: + DataLoader: DataLoader for the test set. + """ transform = get_transforms(is_train=False) dataset = datasets.ImageFolder(root=data_dir, transform=transform) + + # DataLoader for test dataset return DataLoader(dataset, batch_size=BATCH_SIZE, shuffle=False, num_workers=6) \ No newline at end of file diff --git a/recognition/vit_47415056/train.py b/recognition/vit_47415056/train.py index 501a8c4f6..3830fce1b 100644 --- a/recognition/vit_47415056/train.py +++ b/recognition/vit_47415056/train.py @@ -108,6 +108,10 @@ def train_and_validate(train_loader, val_loader, test_loader, model, criterion, plt.savefig(os.path.join(output_dir, "covariance_matrix.png")) def main(): + """ + Main function to set up data loaders, model, criterion, optimizer, and + scheduler, then start training and validation. + """ train_data_dir = "/home/groups/comp3710/ADNI/AD_NC/train" test_data_dir = "/home/groups/comp3710/ADNI/AD_NC/test" train_loader, val_loader = get_train_val_loaders(train_data_dir) From 6753c446cc90536799fe5ec62fae2ee7994e5337 Mon Sep 17 00:00:00 2001 From: yttrium400 <163632194+yttrium400@users.noreply.github.com> Date: Thu, 21 Nov 2024 16:23:37 +0530 Subject: [PATCH 59/61] Deleted .DS_Store --- .DS_Store | Bin 6148 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 .DS_Store diff --git a/.DS_Store b/.DS_Store deleted file mode 100644 index 7a52f2ed3942755e1e79a79424d412d3ca281bb5..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6148 zcmeHKJ5EC}5S)b+k)6@?RU0YnlZq$p2HpnnzT;%Ll%3Zh54&_uJ+dhGR% zEl=_GEdX16ZXbaqfH~a}Up`FD_uVIUR}mx9dBz(Kc*h5Qm}LJQaP9&}?64u{H~+9b zZT7Fju=f<16p#W^Knh3!DR3nPs<6%%S2|C}NC7EuI|}&sq0t?C;g}eo4i3=*5N8aB zaUQ({v3Y>l3&%u8XqHrBQmtAHOFHAN@_ONzm~>b*A67S8bto3M^ZXX+u%4(<3P^!- z1@3dX^!ooqztI1mleCfoQsAZ(u-W=~z2cLqwoV@BwYJe;=$`XUcjG)L9HJZ(qa1VL f<@h0zGOziZ`@L{X3_9aMC+cUwb&*Md|5o4!2U->v From ca2d7a23f0b85840e6b6a5cc30cf5801f21588a8 Mon Sep 17 00:00:00 2001 From: yttrium400 <163632194+yttrium400@users.noreply.github.com> Date: Thu, 21 Nov 2024 16:24:47 +0530 Subject: [PATCH 60/61] Deleted unwanted files to resolve merge conflict --- recognition/vit_47415056/.DS_Store | Bin 6148 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 recognition/vit_47415056/.DS_Store diff --git a/recognition/vit_47415056/.DS_Store b/recognition/vit_47415056/.DS_Store deleted file mode 100644 index f1c59b2970a51c23d6bd1ba516065846f7fb4d4e..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6148 zcmeHKyN&`e4733uB$_R+%rEc<5#kE!`+?&C(SRrr{Z@PzpLXL%!D^w~D-Mk%XA;Mg zC{wK0BBIOdZXwc$$P8{MHyiq9`{q3xWki8+oUxb7?y^1poX^Kz_Va*or?QrlY~=9B zw+$KA!;D$A^4fIb325$j?6NKF`_g(^6 zEC8&DZ6G2r4Jt6Gnk|L~9r2QRHL(p0x@a~Znm229DC)Q4{Nm}NHIO3}paNY5#<6Uy z{(r(>^#5HFS5$xsyp;kvS$(aRcv9BZ-s7y+7Wg;Za_(?5%$ Date: Thu, 21 Nov 2024 16:25:30 +0530 Subject: [PATCH 61/61] Deleted unwanted files to resolve merge conflict --- recognition/.DS_Store | Bin 6148 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 recognition/.DS_Store diff --git a/recognition/.DS_Store b/recognition/.DS_Store deleted file mode 100644 index 3405e5b027823c58dd3626444e4ee8bf1007251c..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6148 zcmeHKJ5EC}5S)b+kw}q}(nlZ?A*~gK6L0_!q(O?5f=~S_&c)G~{WMPxy3j)&$PrTwCk0bsX zcl)=O!}IZY@FbZOkOERb3P=Gda1sTotj@1aa+(g20#e|d6!7muqdWG(Au&E39HIpv z&KM5kJbDRY^8m3I4vCD=EUCn#TD2IKbjDld^}-=B>9A@(tZugIP%Lie`7P36JyD|+ zkOE@`E_1o``hQRVqyHb1w2}f+;H(s|+3sPt<&&zmP9EpAw$Y#Hp7Tw2<2)!Fq8t;W i9CP92_&Sm@ulbz&y>LhjI^#hn>Sw@pkx7C7R^SKrloNCS