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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Deep learning volume segmentation\n",
"\n",
"Authors: Alessia Saccardo (s212246@dtu.dk) & Felipe Delestro (fima@dtu.dk)\n",
"\n",
"This notebook aims to demonstrate the feasibility of implementing a comprehensive deep learning segmentation pipeline solely leveraging the capabilities offered by the `qim3d` library. Specifically, it will highlight the utilization of the annotation tool and walk through the process of creating and training a Unet model."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Imports"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"import qim3d\n",
"import numpy as np \n",
"import os "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load data\n",
"The `qim3d` library contains a set of example volumes which can be easily loaded using `qim3d.examples.{volume_name}`"
"metadata": {},
"outputs": [],
"source": [
"vol = qim3d.examples.bone_128x128x128"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To easily have an insight of how the volume looks like we can interact with it using the `slicer` function from `qim3d`"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a6cfe9978e3f46a6b5296f4b6bf04592",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(IntSlider(value=64, description='Slice', max=127), Output()), layout=Layout(align_items=…"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
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"source": [
"qim3d.viz.slicer(vol)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Generate dataset for training\n",
"\n",
"In order to train the classification model, we need to create a dataset from the volume.\n",
"\n",
"This means that we'll need a few slices to be used for `training` and at least one for the `test`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The dataset for training the model is managed by `qim3d.utils.prepare_datasets` and it expects files to follow this structure:\n",
"\n",
"<pre>\n",
"dataset\n",
"├── test\n",
"│ ├── images\n",
"│ │ └── FileA.png\n",
"│ └── labels\n",
"│ └── FileA.png\n",
"└── train\n",
" ├── images\n",
" │ ├── FileB.png\n",
" │ └── FileC.png\n",
" └── labels\n",
" ├── FileB.png\n",
" └── FileC.png\n",
"\n",
"\n",
"</pre>\n"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"# Number of slices that will be used\n",
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the following cell, we get the slice indices, making sure that we're not using the same indices for training and test."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Slices for training data...: [108, 81, 65, 34]\n",
"Slices for test data.......: [109]\n"
]
}
],
"source": [
"# Seed for random number generator\n",
"seed = 0\n",
"\n",
"# Create a set with all the indices\n",
"all_idxs = set(range(vol.shape[0]))\n",
"\n",
"# Get indices for training data\n",
"training_idxs = list(np.random.default_rng(seed).choice(list(all_idxs), size=num_training))\n",
"print(f\"Slices for training data...: {training_idxs}\")\n",
"\n",
"# Get indices for test data\n",
"test_idxs = list(np.random.default_rng(seed).choice(list(all_idxs - set(training_idxs)), size=num_test, replace=False))\n",
"print(f\"Slices for test data.......: {test_idxs}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create folder structure\n",
"Here we create the necessary directories"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating directories:\n",
"C:\\Users\\s193396/dataset\\train\\images\n",
"C:\\Users\\s193396/dataset\\train\\labels\n",
"C:\\Users\\s193396/dataset\\test\\images\n",
"C:\\Users\\s193396/dataset\\test\\labels\n"
]
}
],
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"source": [
"# Base path for the training data\n",
"base_path = os.path.expanduser(\"~/dataset\")\n",
"\n",
"# Create directories\n",
"print(\"Creating directories:\")\n",
"for folder_split in [\"train\", \"test\"]:\n",
" for folder_type in [\"images\", \"labels\"]:\n",
" path = os.path.join(base_path, folder_split, folder_type)\n",
" os.makedirs(path, exist_ok=True)\n",
" print(path)\n",
"\n",
"# Here we have the option to remove any previous files\n",
"clean_files = True\n",
"if clean_files:\n",
" for root, dirs, files in os.walk(base_path):\n",
" for file in files:\n",
" file_path = os.path.join(root, file)\n",
" os.remove(file_path)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Annotate data\n",
"\n",
"The following cell will generate an annotation tool for each slice that was requested. \n",
"\n",
"You should use the tool to drawn a mask over the structures you're willing to detect."
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"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Annotation for slice 108 (training)\n"
]
},
{
"data": {
"text/html": [
"<div><iframe src=\"http://127.0.0.1:7860/\" width=\"100%\" height=\"768\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Annotation for slice 81 (training)\n"
]
},
{
"data": {
"text/html": [
"<div><iframe src=\"http://127.0.0.1:7861/\" width=\"100%\" height=\"768\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
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},
"metadata": {},
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},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Annotation for slice 65 (training)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\s193396\\AppData\\Local\\miniconda3\\envs\\qim3d\\lib\\site-packages\\gradio\\analytics.py:106: UserWarning: IMPORTANT: You are using gradio version 4.44.0, however version 4.44.1 is available, please upgrade. \n",
"--------\n",
" warnings.warn(\n"
]
},
{
"data": {
"text/html": [
"<div><iframe src=\"http://127.0.0.1:7862/\" width=\"100%\" height=\"768\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Annotation for slice 34 (training)\n",
"\n",
"Thanks for being a Gradio user! If you have questions or feedback, please join our Discord server and chat with us: https://discord.gg/feTf9x3ZSB\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\s193396\\AppData\\Local\\miniconda3\\envs\\qim3d\\lib\\site-packages\\gradio\\analytics.py:106: UserWarning: IMPORTANT: You are using gradio version 4.44.0, however version 4.44.1 is available, please upgrade. \n",
"--------\n",
" warnings.warn(\n"
]
},
{
"data": {
"text/html": [
"<div><iframe src=\"http://127.0.0.1:7863/\" width=\"100%\" height=\"768\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Annotation for slice 109 (test)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\s193396\\AppData\\Local\\miniconda3\\envs\\qim3d\\lib\\site-packages\\gradio\\analytics.py:106: UserWarning: IMPORTANT: You are using gradio version 4.44.0, however version 4.44.1 is available, please upgrade. \n",
"--------\n",
" warnings.warn(\n"
]
},
{
"data": {
"text/html": [
"<div><iframe src=\"http://127.0.0.1:7864/\" width=\"100%\" height=\"768\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\s193396\\AppData\\Local\\miniconda3\\envs\\qim3d\\lib\\site-packages\\gradio\\analytics.py:106: UserWarning: IMPORTANT: You are using gradio version 4.44.0, however version 4.44.1 is available, please upgrade. \n",
"--------\n",
" warnings.warn(\n"
]
}
],
"source": [
"annotation_tools = {}\n",
"for idx in training_idxs + test_idxs:\n",
" if idx in training_idxs:\n",
" subset = \"training\"\n",
" elif idx in test_idxs:\n",
" subset = \"test\"\n",
" annotation_tools[idx] = qim3d.gui.annotation_tool.Interface()\n",
" annotation_tools[idx].name_suffix = f\"_{idx}\" \n",
" print(f\"Annotation for slice {idx} ({subset})\")\n",
" annotation_tools[idx].launch(vol[idx])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Getting masks from the annotation tool\n",
"The masks are stored in the annotation tool. Here we extract the masks and save them to disk, following the standard needed for the DL model."
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"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Loaded shape: (128, 128)\n",
"INFO:qim3d:Loaded shape: (128, 128)\n",
"Volume using 16.0 KB of memory\n",
"\n",
"INFO:qim3d:Volume using 16.0 KB of memory\n",
"\n",
"System memory:\n",
" • Total.: 31.6 GB\n",
" • Used..: 15.8 GB (50.0%)\n",
" • Free..: 15.8 GB (50.0%)\n",
"INFO:qim3d:System memory:\n",
" • Total.: 31.6 GB\n",
" • Used..: 15.8 GB (50.0%)\n",
" • Free..: 15.8 GB (50.0%)\n",
"Loaded shape: (128, 128)\n",
"INFO:qim3d:Loaded shape: (128, 128)\n",
"Volume using 16.0 KB of memory\n",
"\n",
"INFO:qim3d:Volume using 16.0 KB of memory\n",
"\n",
"System memory:\n",
" • Total.: 31.6 GB\n",
" • Used..: 15.8 GB (50.0%)\n",
" • Free..: 15.8 GB (50.0%)\n",
"INFO:qim3d:System memory:\n",
" • Total.: 31.6 GB\n",
" • Used..: 15.8 GB (50.0%)\n",
" • Free..: 15.8 GB (50.0%)\n",
"Loaded shape: (128, 128)\n",
"INFO:qim3d:Loaded shape: (128, 128)\n",
"Volume using 16.0 KB of memory\n",
"\n",
"INFO:qim3d:Volume using 16.0 KB of memory\n",
"\n",
"System memory:\n",
" • Total.: 31.6 GB\n",
" • Used..: 15.8 GB (50.0%)\n",
" • Free..: 15.8 GB (50.0%)\n",
"INFO:qim3d:System memory:\n",
" • Total.: 31.6 GB\n",
" • Used..: 15.8 GB (50.0%)\n",
" • Free..: 15.8 GB (50.0%)\n",
"Loaded shape: (128, 128)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving images and masks to disk\n",
"- slice 108 (train)\n",
"- slice 81 (train)\n",
"- slice 65 (train)\n",
"- slice 34 (train)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:qim3d:Loaded shape: (128, 128)\n",
"Volume using 16.0 KB of memory\n",
"\n",
"INFO:qim3d:Volume using 16.0 KB of memory\n",
"\n",
"System memory:\n",
" • Total.: 31.6 GB\n",
" • Used..: 15.8 GB (50.0%)\n",
" • Free..: 15.8 GB (50.0%)\n",
"INFO:qim3d:System memory:\n",
" • Total.: 31.6 GB\n",
" • Used..: 15.8 GB (50.0%)\n",
" • Free..: 15.8 GB (50.0%)\n",
"Loaded shape: (128, 128)\n",
"INFO:qim3d:Loaded shape: (128, 128)\n",
"Volume using 16.0 KB of memory\n",
"\n",
"INFO:qim3d:Volume using 16.0 KB of memory\n",
"\n",
"System memory:\n",
" • Total.: 31.6 GB\n",
" • Used..: 15.8 GB (50.0%)\n",
" • Free..: 15.8 GB (50.0%)\n",
"INFO:qim3d:System memory:\n",
" • Total.: 31.6 GB\n",
" • Used..: 15.8 GB (50.0%)\n",
" • Free..: 15.8 GB (50.0%)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"- slice 109 (test)\n"
]
}
],
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"source": [
"print(\"Saving images and masks to disk\")\n",
"for idx in training_idxs + test_idxs:\n",
" \n",
" if idx in training_idxs:\n",
" folder_split = \"train\"\n",
"\n",
" elif idx in test_idxs:\n",
" folder_split = \"test\"\n",
"\n",
" print (f\"- slice {idx} ({folder_split})\")\n",
" mask_dict = annotation_tools[idx].get_result()\n",
" mask = list(mask_dict.values())[0]\n",
"\n",
" # Save image\n",
" qim3d.io.save(os.path.join(base_path,folder_split,\"images\",f\"{idx}.png\"), vol[idx], replace=True)\n",
" # Save label\n",
" qim3d.io.save(os.path.join(base_path,folder_split,\"labels\",f\"{idx}.png\"), mask, replace=True)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Build Unet"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Building and training the Unet model is straightforward using `qim3d`. \n",
"\n",
"We first need to instantiate the model by defining its size, which can be either *small*, *medium* or *large*. "
"metadata": {},
"outputs": [],
"source": [
"# defining model\n",
"model = qim3d.ml.models.UNet(size = 'small', dropout = 0.25)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we need to decide which type of augumentation to apply to the data. \n",
"\n",
"The `qim3d.ml.Augmentation` allows to specify how the images should be reshaped to the appropriate size and the level of transformation to apply respectively to train, test and validation sets. \n",
"\n",
"The resize must be choosen between [*crop*, *reshape*, *padding*] and the level of transformation must be chosse between [*None*, *light*, *moderate*, *heavy*]. The user can also specify the mean and standard deviation values for normalizing pixel intensities."
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"# defining augmentation\n",
"aug = qim3d.ml.Augmentation(resize = 'crop', transform_train = 'light')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then the datasets and dataloaders are instantiated "
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"# datasets and dataloaders\n",
"train_set, val_set, test_set = qim3d.ml.prepare_datasets(path = base_path,\n",
" val_fraction = 0.5,\n",
" model = model,\n",
" augmentation = aug)\n",
"\n",
"\n",
"train_loader, val_loader, test_loader = qim3d.ml.prepare_dataloaders(train_set, \n",
" val_set,\n",
" test_set,\n",
" batch_size = 1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The hyperparameters are defined using the function `qim3d.ml.Hyperparameters` and the model can be easily trained by running the function `qim3d.ml.train_model` which returns also a plot of the losses at the end of the training if the option is selected by the user "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Train model"
]
},
{
"cell_type": "code",
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"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "71ef7e4b7adf44218838b865b44f4b94",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/10 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Epoch 0, train loss: 1.9671, val loss: 1.5506\n",
"Epoch 5, train loss: 0.9591, val loss: 0.8574\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"hyperparameters = qim3d.ml.Hyperparameters(model, n_epochs=10, \n",
" learning_rate = 5e-3, loss_function='DiceCE',\n",
" weight_decay=1e-3)\n",
"\n",
"# training model\n",
"qim3d.ml.train_model(model, hyperparameters, train_loader, val_loader, plot=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Check results\n",
"\n",
"To compute the inference step it is just needed to run `qim3d.ml.inference`.\n",
"\n",
"The results can be visualize with the function `qim3d.viz.grid_pred` that shows the predicted segmentation along with a comparison between the ground truth."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Not enough images in the dataset. Changing num_images=7 to num_images=1\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 200x1000 with 4 Axes>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"in_targ_preds_test = qim3d.ml.inference(test_set, model)\n",
"qim3d.viz.grid_pred(in_targ_preds_test,alpha=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Compute inference on entire volume\n",
"\n",
"Given that the input is a volume, the goal is to perform inference on the entire volume rather than individual slices.\n",
"\n",
"By using the function `qim3d.ml.volume_inference` it is possible to obtain the segmentation volume output"
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b2b0caaf1c81418da3a6e749cde43c4e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(IntSlider(value=64, description='Slice', max=127), Output()), layout=Layout(align_items=…"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"inference_vol = qim3d.ml.volume_inference(vol, model)\n",
"qim3d.viz.slicer(inference_vol)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also visualize the created mask together with the original volume"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "73101a9f12504fc79169bbdc3e1fe3fc",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(IntSlider(value=64, description='Slice', max=127), Output()), layout=Layout(align_items=…"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vol_masked = qim3d.viz.vol_masked(vol, inference_vol, viz_delta=128)\n",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
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