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@rekalantar
Created May 30, 2023 10:43
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MedSegmentAnything_FineTuning.ipynb
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"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/rekalantar/a91c73bd66aa000eb5daf7f8421253de/medsegmentanything_finetuning.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"**Introduction**"
],
"metadata": {
"id": "uANYZ3YymMMy"
}
},
{
"cell_type": "markdown",
"source": [
"SegmentAnything (SAM) is an innovative model architecture developed by the Facebook (Meta) research group for generating segmentation masks for a wide range of objects or regions within an image. It's designed to be flexible, capable of segmenting anything from everyday objects to specific structures in medical images. This makes it an ideal tool for many medical imaging tasks.\n",
"\n",
"Fine-tuning SAM for medical imaging tasks generally involves a few steps:\n",
"\n",
"* **Loading and Preprocessing the Data:** The first step is to load your medicalimaging data, which often comes in specific formats like DICOM or NIfTI. Libraries such as pydicom or nibabel can be very useful for this. Preprocessing might include tasks such as reorienting the images, normalizing pixel intensities, and converting the images and masks into suitable formats for the model.\n",
"* **Creating Bounding Box Prompts:** SAM uses bounding box prompts to guide the segmentation. These bounding boxes should roughly encapsulate the structure you want to segment. You can generate these bounding boxes based on your segmentation masks. Note that SAM accepts multiple bounding boxes, allowing for multi-object segmentation in a single forward pass.\n",
"\n",
"* **Preparing the Model and Processor:** You'll need to load the pre-trained SAM model and its associated processor. The processor is used to prepare your inputs and prompts for the model.\n",
"\n",
"* **Fine-Tuning the Model:** With your data and model ready, you can now fine-tune SAM on your specific task. This often involves running a training loop, computing the loss function (comparing the model's output to the ground truth mask), backpropagating the gradients, and updating the model's weights. SAM is trained to generate segmentation masks that match the ground truth as closely as possible.\n",
"\n",
"* **Evaluating the Model:** After training, you'll want to evaluate your model's performance on a validation set. This will give you an idea of how well your model is likely to perform on unseen data. You could use metrics such as the Dice coefficient or Intersection over Union (IoU) for evaluation.\n",
"\n",
"* **Inference:** With a trained model, you can perform segmentation on new medical images. This involves preparing the image and bounding box prompt, passing them through the model, and post-processing the output to obtain your final segmentation mask.\n",
"\n",
"In this tutorial, we finetune the SAM model with bounding box prompts to segment the lungs from CT scans. We also learn how to pre-process medical images, convert to 2D slices and perform binart segmentation."
],
"metadata": {
"id": "8_PhzirXlnXl"
}
},
{
"cell_type": "markdown",
"source": [
"**Download Dataset**"
],
"metadata": {
"id": "csGMcMk1T43P"
}
},
{
"cell_type": "markdown",
"source": [
"First, we will install the Kaggle library by running the following command:"
],
"metadata": {
"id": "vjYtMYpzT5-C"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "X8Sab3ODj8N_"
},
"outputs": [],
"source": [
"!pip install -q kaggle"
]
},
{
"cell_type": "markdown",
"source": [
"Next, we will create a directory called \".kaggle\" in the root directory by running:"
],
"metadata": {
"id": "QnYVWkBBUOf2"
}
},
{
"cell_type": "code",
"source": [
"!mkdir -p ~/.kaggle"
],
"metadata": {
"id": "K4lTQL8MkDZN"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"\n",
"We will then upload our Kaggle API token. This token can be obtained from the Kaggle website and is required to access Kaggle datasets ([click here for more information](https://stackoverflow.com/questions/49310470/using-kaggle-datasets-in-google-colab)). To upload the token, we will run the following commands:"
],
"metadata": {
"id": "h-W6aBdXUPGZ"
}
},
{
"cell_type": "code",
"source": [
"from google.colab import files\n",
"files.upload() # upload your Kaggle.json API token"
],
"metadata": {
"id": "Qu2zJolKkEzz"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Once the token is uploaded, it must be placed in the \".kaggle\" directory by running:"
],
"metadata": {
"id": "lMxxO2V6Ubm7"
}
},
{
"cell_type": "code",
"source": [
"!cp kaggle.json ~/.kaggle/"
],
"metadata": {
"id": "ZNqCq0VOkFPB"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"With the setup done, we can now download a dataset. In this example, we will download the \"finding-lungs-in-ct-data\" dataset by running the following command:"
],
"metadata": {
"id": "ZwKcY2FCUfzq"
}
},
{
"cell_type": "code",
"source": [
"!kaggle datasets download -d kmader/finding-lungs-in-ct-data"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "rWbCLw4MkI9h",
"outputId": "f3368eb8-0bdd-4745-c885-4e88754bb49f"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /root/.kaggle/kaggle.json'\n",
"Downloading finding-lungs-in-ct-data.zip to /content\n",
"100% 1.03G/1.03G [00:30<00:00, 45.0MB/s]\n",
"100% 1.03G/1.03G [00:30<00:00, 35.9MB/s]\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"Finally, we will unzip the downloaded dataset by running:"
],
"metadata": {
"id": "dTukYwQgUigN"
}
},
{
"cell_type": "code",
"source": [
"!unzip -q /content/finding-lungs-in-ct-data.zip"
],
"metadata": {
"id": "9ytilYy0kLg_"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"**Install and Import Libraries**"
],
"metadata": {
"id": "RR0NsJqhUlit"
}
},
{
"cell_type": "code",
"source": [
"!pip install -q monai\n",
"!pip install -q SimpleITK\n",
"!pip install -q git+https://github.com/huggingface/transformers.git"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "r1BlkE_DnOWP",
"outputId": "34d2c76a-f623-4f96-cea7-aff905fe1c72"
},
"execution_count": null,
"outputs": [
{
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"name": "stdout",
"text": [
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.2/1.2 MB\u001b[0m \u001b[31m39.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m52.7/52.7 MB\u001b[0m \u001b[31m11.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
" Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
" Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m224.5/224.5 kB\u001b[0m \u001b[31m5.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.8/7.8 MB\u001b[0m \u001b[31m62.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m63.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Building wheel for transformers (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import os\n",
"import glob\n",
"import monai\n",
"import torch\n",
"import numpy as np \n",
"from PIL import Image\n",
"from tqdm import tqdm\n",
"import SimpleITK as sitk\n",
"from statistics import mean\n",
"from torch.optim import Adam\n",
"from natsort import natsorted\n",
"import matplotlib.pyplot as plt\n",
"from transformers import SamModel \n",
"import matplotlib.patches as patches\n",
"from transformers import SamProcessor\n",
"from IPython.display import clear_output\n",
"from torch.utils.data import Dataset, DataLoader\n",
"from torch.nn.functional import threshold, normalize\n",
"\n",
"%matplotlib inline\n",
"\n",
"from monai.transforms import (\n",
" EnsureChannelFirstd,\n",
" EnsureTyped,\n",
" Compose,\n",
" CropForegroundd,\n",
" CopyItemsd,\n",
" LoadImaged,\n",
" CenterSpatialCropd,\n",
" Invertd,\n",
" OneOf,\n",
" Orientationd,\n",
" MapTransform,\n",
" NormalizeIntensityd,\n",
" RandSpatialCropSamplesd,\n",
" CenterSpatialCropd,\n",
" RandSpatialCropd,\n",
" SpatialPadd,\n",
" ScaleIntensityRanged,\n",
" Spacingd,\n",
" RepeatChanneld,\n",
" ToTensord,\n",
")"
],
"metadata": {
"id": "qiAdGVVxkMwH"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"This dataset includes 3D .nii.gz volumes and contours from 4 patients. We first split this data to 2 for training, 1 for validation and 1 for testing, and save 2D axial slices to the relevant directories:"
],
"metadata": {
"id": "B-hoMH9TUqq3"
}
},
{
"cell_type": "code",
"source": [
"data_dir = '/content/3d_images'\n",
"images = sorted(\n",
" glob.glob(os.path.join(data_dir, \"IMG*.nii.gz\")))\n",
"labels = sorted(\n",
" glob.glob(os.path.join(data_dir, \"MASK*.nii.gz\")))\n",
"\n",
"print('No. of images:', len(images), ' labels:', len(labels))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ou6vW_J2kOXi",
"outputId": "d56488ff-f289-468d-f9ad-73c1080c0e6a"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"No. of images: 4 labels: 4\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"base_dir = '/content'\n",
"datasets = ['train', 'val', 'test']\n",
"data_types = ['2d_images', '2d_masks']\n",
"\n",
"# Create directories\n",
"dir_paths = {}\n",
"for dataset in datasets:\n",
" for data_type in data_types:\n",
" # Construct the directory path\n",
" dir_path = os.path.join(base_dir, f'{dataset}_{data_type}')\n",
" dir_paths[f'{dataset}_{data_type}'] = dir_path\n",
" # Create the directory\n",
" os.makedirs(dir_path, exist_ok=True)\n",
"\n",
"# Assuming first 2 patients for training, next 1 for validation and last 1 for testing\n",
"for idx, (img_path, mask_path) in enumerate(zip(images, labels)):\n",
" # Load the 3D image and mask\n",
" img = sitk.ReadImage(img_path)\n",
" mask = sitk.ReadImage(mask_path)\n",
"\n",
" print('processing patient', idx, img.GetSize(), mask.GetSize())\n",
"\n",
" # Get the mask data as numpy array\n",
" mask_data = sitk.GetArrayFromImage(mask)\n",
"\n",
" # Select appropriate directories\n",
" if idx < 2: # Training\n",
" img_dir = dir_paths['train_2d_images']\n",
" mask_dir = dir_paths['train_2d_masks']\n",
" elif idx == 2: # Validation\n",
" img_dir = dir_paths['val_2d_images']\n",
" mask_dir = dir_paths['val_2d_masks']\n",
" else: # Testing\n",
" img_dir = dir_paths['test_2d_images']\n",
" mask_dir = dir_paths['test_2d_masks']\n",
"\n",
" # Iterate over the axial slices\n",
" for i in range(img.GetSize()[0]):\n",
" # If the mask slice is not empty, save the image and mask slices\n",
"\n",
" if np.any(mask_data[i, :, :]):\n",
" # Prepare the new ITK images\n",
" img_slice = img[i, :, :]\n",
" mask_slice = mask[i, :, :]\n",
" \n",
" # Define the output paths\n",
" img_slice_path = os.path.join(img_dir, f\"{os.path.basename(img_path).replace('.nii.gz', '')}_{i}.nii.gz\")\n",
" mask_slice_path = os.path.join(mask_dir, f\"{os.path.basename(mask_path).replace('.nii.gz', '')}_{i}.nii.gz\")\n",
"\n",
" # Save the slices as NIfTI files\n",
" sitk.WriteImage(img_slice, img_slice_path)\n",
" sitk.WriteImage(mask_slice, mask_slice_path)\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "sjXrrRfmmbYq",
"outputId": "34d57f71-af36-4d2d-fe31-758acd44817f"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"processing patient 0 (325, 512, 512) (325, 512, 512)\n",
"processing patient 1 (465, 512, 512) (465, 512, 512)\n",
"processing patient 2 (301, 512, 512) (301, 512, 512)\n",
"processing patient 3 (117, 512, 512) (117, 512, 512)\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"Now, we can use a processor instance to prepare the images and prompts for trainign. The expected image size for the SAM model is 1024x1024 and 3 channels. The target masks are of size 256x256. "
],
"metadata": {
"id": "SN4RDQuVVcNM"
}
},
{
"cell_type": "code",
"source": [
"# create an instance of the processor for image preprocessing\n",
"processor = SamProcessor.from_pretrained(\"facebook/sam-vit-base\")\n",
"processor"
],
"metadata": {
"id": "QDazi77-kgz6",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 567,
"referenced_widgets": [
"14caad206f26469aa698ad9e8812c426",
"67e85c24561c4e9cb987b9016fb75970",
"d861f1f866eb4f2893dd597b12e96f58",
"9d181729481b4f6ea82c9652112979e2",
"84a6d4e6fb524f13b1b3e48ac0f815de",
"9281f046be544713a828e14c48cc9267",
"97ade329f27e4116b7ea4aeb0550a8e3",
"2fbcd6ca7dae441397182cb12aae7aaa",
"af0e1ea7607d42e686758a234cf1ed06",
"9e80735ff47447d39d48d2d6da0a3203",
"c0cd6ba97e324e6c8fc254dad47d780c"
]
},
"outputId": "f61cd3f4-2f30-494b-b131-dadb26af9eff"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"Downloading (…)rocessor_config.json: 0%| | 0.00/466 [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "14caad206f26469aa698ad9e8812c426"
}
},
"metadata": {}
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"SamProcessor:\n",
"- image_processor: SamImageProcessor {\n",
" \"do_convert_rgb\": true,\n",
" \"do_normalize\": true,\n",
" \"do_pad\": true,\n",
" \"do_rescale\": true,\n",
" \"do_resize\": true,\n",
" \"image_mean\": [\n",
" 0.485,\n",
" 0.456,\n",
" 0.406\n",
" ],\n",
" \"image_processor_type\": \"SamImageProcessor\",\n",
" \"image_std\": [\n",
" 0.229,\n",
" 0.224,\n",
" 0.225\n",
" ],\n",
" \"pad_size\": {\n",
" \"height\": 1024,\n",
" \"width\": 1024\n",
" },\n",
" \"processor_class\": \"SamProcessor\",\n",
" \"resample\": 2,\n",
" \"rescale_factor\": 0.00392156862745098,\n",
" \"size\": {\n",
" \"longest_edge\": 1024\n",
" }\n",
"}"
]
},
"metadata": {},
"execution_count": 11
}
]
},
{
"cell_type": "code",
"source": [
"def get_bounding_box(ground_truth_map):\n",
" '''\n",
" This function creates varying bounding box coordinates based on the segmentation contours as prompt for the SAM model\n",
" The padding is random int values between 5 and 20 pixels\n",
" '''\n",
"\n",
" if len(np.unique(ground_truth_map)) > 1:\n",
"\n",
" # get bounding box from mask\n",
" y_indices, x_indices = np.where(ground_truth_map > 0)\n",
" x_min, x_max = np.min(x_indices), np.max(x_indices)\n",
" y_min, y_max = np.min(y_indices), np.max(y_indices)\n",
" \n",
" # add perturbation to bounding box coordinates\n",
" H, W = ground_truth_map.shape\n",
" x_min = max(0, x_min - np.random.randint(5, 20))\n",
" x_max = min(W, x_max + np.random.randint(5, 20))\n",
" y_min = max(0, y_min - np.random.randint(5, 20))\n",
" y_max = min(H, y_max + np.random.randint(5, 20))\n",
" \n",
" bbox = [x_min, y_min, x_max, y_max]\n",
"\n",
" return bbox\n",
" else:\n",
" return [0, 0, 256, 256] # if there is no mask in the array, set bbox to image size"
],
"metadata": {
"id": "oE-JlszHkj93"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"class SAMDataset(Dataset):\n",
" def __init__(self, image_paths, mask_paths, processor):\n",
" \n",
" self.image_paths = image_paths\n",
" self.mask_paths = mask_paths\n",
" self.processor = processor\n",
" self.transforms = transforms = Compose([\n",
" \n",
" # load .nii or .nii.gz files\n",
" LoadImaged(keys=['img', 'label']),\n",
" \n",
" # add channel id to match PyTorch configurations\n",
" EnsureChannelFirstd(keys=['img', 'label']),\n",
" \n",
" # reorient images for consistency and visualization\n",
" Orientationd(keys=['img', 'label'], axcodes='RA'),\n",
" \n",
" # resample all training images to a fixed spacing\n",
" Spacingd(keys=['img', 'label'], pixdim=(1.5, 1.5), mode=(\"bilinear\", \"nearest\")),\n",
" \n",
" # rescale image and label dimensions to 256x256 \n",
" CenterSpatialCropd(keys=['img', 'label'], roi_size=(256,256)),\n",
" \n",
" # scale intensities to 0 and 255 to match the expected input intensity range\n",
" ScaleIntensityRanged(keys=['img'], a_min=-1000, a_max=2000, \n",
" b_min=0.0, b_max=255.0, clip=True), \n",
" \n",
" ScaleIntensityRanged(keys=['label'], a_min=0, a_max=255, \n",
" b_min=0.0, b_max=1.0, clip=True), \n",
"\n",
" SpatialPadd(keys=[\"img\", \"label\"], spatial_size=(256,256))\n",
"# RepeatChanneld(keys=['img'], repeats=3, allow_missing_keys=True)\n",
" ])\n",
"\n",
" def __len__(self):\n",
" return len(self.image_paths)\n",
"\n",
" def __getitem__(self, idx):\n",
" image_path = self.image_paths[idx]\n",
" mask_path = self.mask_paths[idx]\n",
" \n",
" # create a dict of images and labels to apply Monai's dictionary transforms\n",
" data_dict = self.transforms({'img': image_path, 'label': mask_path})\n",
"\n",
" # squeeze extra dimensions\n",
" image = data_dict['img'].squeeze()\n",
" ground_truth_mask = data_dict['label'].squeeze()\n",
"\n",
" # convert to int type for huggingface's models expected inputs\n",
" image = image.astype(np.uint8)\n",
"\n",
" # convert the grayscale array to RGB (3 channels)\n",
" array_rgb = np.dstack((image, image, image))\n",
" \n",
" # convert to PIL image to match the expected input of processor\n",
" image_rgb = Image.fromarray(array_rgb)\n",
" \n",
" # get bounding box prompt (returns xmin, ymin, xmax, ymax)\n",
" # in this dataset, the contours are -1 so we change them to 1 for label and 0 for background\n",
" ground_truth_mask[ground_truth_mask < 0] = 1\n",
" \n",
" prompt = get_bounding_box(ground_truth_mask)\n",
" \n",
" # prepare image and prompt for the model\n",
" inputs = self.processor(image_rgb, input_boxes=[[prompt]], return_tensors=\"pt\")\n",
"\n",
" # remove batch dimension which the processor adds by default\n",
" inputs = {k: v.squeeze(0) for k, v in inputs.items()}\n",
"\n",
" # add ground truth segmentation (ground truth image size is 256x256)\n",
" inputs[\"ground_truth_mask\"] = torch.from_numpy(ground_truth_mask.astype(np.int8))\n",
"\n",
" return inputs"
],
"metadata": {
"id": "EDUcy1BNklym"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Initialize dictionary for storing image and label paths\n",
"data_paths = {}\n",
"\n",
"# Create directories and print the number of images and masks in each\n",
"for dataset in datasets:\n",
" for data_type in data_types:\n",
" # Construct the directory path\n",
" dir_path = os.path.join(base_dir, f'{dataset}_{data_type}')\n",
" \n",
" # Find images and labels in the directory\n",
" files = sorted(glob.glob(os.path.join(dir_path, \"*.nii.gz\")))\n",
" \n",
" # Store the image and label paths in the dictionary\n",
" data_paths[f'{dataset}_{data_type.split(\"_\")[1]}'] = files\n",
"\n",
"print('Number of training images', len(data_paths['train_images']))\n",
"print('Number of validation images', len(data_paths['val_images']))\n",
"print('Number of test images', len(data_paths['test_images']))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "F9UH2xPJ4qHZ",
"outputId": "8ce2f222-2f48-4f4a-bceb-a2f159c912b8"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Number of training images 655\n",
"Number of validation images 265\n",
"Number of test images 49\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# create train and validation dataloaders\n",
"train_dataset = SAMDataset(image_paths=data_paths['train_images'], mask_paths=data_paths['train_masks'], processor=processor)\n",
"train_dataloader = DataLoader(train_dataset, batch_size=1, shuffle=True)\n",
"\n",
"val_dataset = SAMDataset(image_paths=data_paths['val_images'], mask_paths=data_paths['val_masks'], processor=processor)\n",
"val_dataloader = DataLoader(val_dataset, batch_size=1, shuffle=True)"
],
"metadata": {
"id": "O79mlP4tknaC"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Finally, we can visualize our processed data along with the bounding boxes:"
],
"metadata": {
"id": "tW9yndttWjqP"
}
},
{
"cell_type": "code",
"source": [
"example = train_dataset[50]\n",
"for k,v in example.items():\n",
" print(k,v.shape)\n",
"\n",
"xmin, ymin, xmax, ymax = get_bounding_box(example['ground_truth_mask'])\n",
"\n",
"fig, axs = plt.subplots(1, 2)\n",
"\n",
"axs[0].imshow(example['pixel_values'][1], cmap='gray')\n",
"axs[0].axis('off')\n",
"\n",
"axs[1].imshow(example['ground_truth_mask'], cmap='copper')\n",
"\n",
"# create a Rectangle patch for the bounding box\n",
"rect = patches.Rectangle((xmin, ymin), xmax-xmin, ymax-ymin, linewidth=1, edgecolor='r', facecolor='none')\n",
"\n",
"# add the patch to the second Axes\n",
"axs[1].add_patch(rect)\n",
"\n",
"axs[1].axis('off')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
],
"metadata": {
"id": "Q5eiGlkwkpGq",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 423
},
"outputId": "182fce25-5f74-491a-8229-5f82779334aa"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"pixel_values torch.Size([3, 1024, 1024])\n",
"original_sizes torch.Size([2])\n",
"reshaped_input_sizes torch.Size([2])\n",
"input_boxes torch.Size([1, 4])\n",
"ground_truth_mask torch.Size([256, 256])\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"In order to finetune the model, we freeze the encoder weights from the pre-trained SAM model:"
],
"metadata": {
"id": "1wtL8tHfXAOg"
}
},
{
"cell_type": "code",
"source": [
"# load the pretrained weights for finetuning\n",
"model = SamModel.from_pretrained(\"facebook/sam-vit-base\")\n",
"\n",
"# make sure we only compute gradients for mask decoder (encoder weights are frozen)\n",
"for name, param in model.named_parameters():\n",
" if name.startswith(\"vision_encoder\") or name.startswith(\"prompt_encoder\"):\n",
" print(name)\n",
" param.requires_grad_(False) "
],
"metadata": {
"id": "cUS6s5NJkqBv",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "94e20876-640a-49e6-9589-90f8c54d359f"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"vision_encoder.pos_embed\n",
"vision_encoder.patch_embed.projection.weight\n",
"vision_encoder.patch_embed.projection.bias\n",
"vision_encoder.layers.0.layer_norm1.weight\n",
"vision_encoder.layers.0.layer_norm1.bias\n",
"vision_encoder.layers.0.attn.rel_pos_h\n",
"vision_encoder.layers.0.attn.rel_pos_w\n",
"vision_encoder.layers.0.attn.qkv.weight\n",
"vision_encoder.layers.0.attn.qkv.bias\n",
"vision_encoder.layers.0.attn.proj.weight\n",
"vision_encoder.layers.0.attn.proj.bias\n",
"vision_encoder.layers.0.layer_norm2.weight\n",
"vision_encoder.layers.0.layer_norm2.bias\n",
"vision_encoder.layers.0.mlp.lin1.weight\n",
"vision_encoder.layers.0.mlp.lin1.bias\n",
"vision_encoder.layers.0.mlp.lin2.weight\n",
"vision_encoder.layers.0.mlp.lin2.bias\n",
"vision_encoder.layers.1.layer_norm1.weight\n",
"vision_encoder.layers.1.layer_norm1.bias\n",
"vision_encoder.layers.1.attn.rel_pos_h\n",
"vision_encoder.layers.1.attn.rel_pos_w\n",
"vision_encoder.layers.1.attn.qkv.weight\n",
"vision_encoder.layers.1.attn.qkv.bias\n",
"vision_encoder.layers.1.attn.proj.weight\n",
"vision_encoder.layers.1.attn.proj.bias\n",
"vision_encoder.layers.1.layer_norm2.weight\n",
"vision_encoder.layers.1.layer_norm2.bias\n",
"vision_encoder.layers.1.mlp.lin1.weight\n",
"vision_encoder.layers.1.mlp.lin1.bias\n",
"vision_encoder.layers.1.mlp.lin2.weight\n",
"vision_encoder.layers.1.mlp.lin2.bias\n",
"vision_encoder.layers.2.layer_norm1.weight\n",
"vision_encoder.layers.2.layer_norm1.bias\n",
"vision_encoder.layers.2.attn.rel_pos_h\n",
"vision_encoder.layers.2.attn.rel_pos_w\n",
"vision_encoder.layers.2.attn.qkv.weight\n",
"vision_encoder.layers.2.attn.qkv.bias\n",
"vision_encoder.layers.2.attn.proj.weight\n",
"vision_encoder.layers.2.attn.proj.bias\n",
"vision_encoder.layers.2.layer_norm2.weight\n",
"vision_encoder.layers.2.layer_norm2.bias\n",
"vision_encoder.layers.2.mlp.lin1.weight\n",
"vision_encoder.layers.2.mlp.lin1.bias\n",
"vision_encoder.layers.2.mlp.lin2.weight\n",
"vision_encoder.layers.2.mlp.lin2.bias\n",
"vision_encoder.layers.3.layer_norm1.weight\n",
"vision_encoder.layers.3.layer_norm1.bias\n",
"vision_encoder.layers.3.attn.rel_pos_h\n",
"vision_encoder.layers.3.attn.rel_pos_w\n",
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]
}
]
},
{
"cell_type": "markdown",
"source": [
"**Train Model**"
],
"metadata": {
"id": "CuQGNi6UXaDP"
}
},
{
"cell_type": "code",
"source": [
"# define training loop\n",
"num_epochs = 100\n",
"\n",
"device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
"model.to(device)\n",
"\n",
"# define optimizer\n",
"optimizer = Adam(model.mask_decoder.parameters(), lr=1e-5, weight_decay=0)\n",
"\n",
"# define segmentation loss with sigmoid activation applied to predictions from the model\n",
"seg_loss = monai.losses.DiceCELoss(sigmoid=True, squared_pred=True, reduction='mean')\n",
"\n",
"# track mean train and validation losses\n",
"mean_train_losses, mean_val_losses = [], []\n",
"\n",
"# create an artibarily large starting validation loss value\n",
"best_val_loss = 100.0\n",
"best_val_epoch = 0\n",
"\n",
"# set model to train mode for gradient updating\n",
"model.train()\n",
"for epoch in range(num_epochs):\n",
" \n",
" # create temporary list to record training losses\n",
" epoch_losses = []\n",
" for i, batch in enumerate(tqdm(train_dataloader)):\n",
"\n",
" # forward pass\n",
" outputs = model(pixel_values=batch[\"pixel_values\"].to(device),\n",
" input_boxes=batch[\"input_boxes\"].to(device),\n",
" multimask_output=False)\n",
"\n",
" # compute loss\n",
" predicted_masks = outputs.pred_masks.squeeze(1)\n",
" ground_truth_masks = batch[\"ground_truth_mask\"].float().to(device)\n",
" loss = seg_loss(predicted_masks, ground_truth_masks.unsqueeze(1))\n",
"\n",
" # backward pass (compute gradients of parameters w.r.t. loss)\n",
" optimizer.zero_grad()\n",
" loss.backward()\n",
"\n",
" # optimize\n",
" optimizer.step()\n",
" epoch_losses.append(loss.item())\n",
" \n",
" # visualize training predictions every 50 iterations\n",
" if i % 50 == 0:\n",
" \n",
" # clear jupyter cell output\n",
" clear_output(wait=True)\n",
" \n",
" fig, axs = plt.subplots(1, 3)\n",
" xmin, ymin, xmax, ymax = get_bounding_box(batch['ground_truth_mask'][0])\n",
" rect = patches.Rectangle((xmin, ymin), xmax-xmin, ymax-ymin, linewidth=1, edgecolor='r', facecolor='none')\n",
"\n",
" axs[0].set_title('input image')\n",
" axs[0].imshow(batch[\"pixel_values\"][0,1], cmap='gray')\n",
" axs[0].axis('off')\n",
"\n",
" axs[1].set_title('ground truth mask')\n",
" axs[1].imshow(batch['ground_truth_mask'][0], cmap='copper')\n",
" axs[1].add_patch(rect)\n",
" axs[1].axis('off')\n",
" \n",
" # apply sigmoid\n",
" medsam_seg_prob = torch.sigmoid(outputs.pred_masks.squeeze(1))\n",
" \n",
" # convert soft mask to hard mask\n",
" medsam_seg_prob = medsam_seg_prob.detach().cpu().numpy().squeeze()\n",
" medsam_seg = (medsam_seg_prob > 0.5).astype(np.uint8)\n",
"\n",
" axs[2].set_title('predicted mask')\n",
" axs[2].imshow(medsam_seg, cmap='copper')\n",
" axs[2].axis('off')\n",
"\n",
" plt.tight_layout()\n",
" plt.show()\n",
" \n",
" # create temporary list to record validation losses\n",
" val_losses = []\n",
" \n",
" # set model to eval mode for validation\n",
" with torch.no_grad():\n",
" for val_batch in tqdm(val_dataloader):\n",
" \n",
" # forward pass\n",
" outputs = model(pixel_values=val_batch[\"pixel_values\"].to(device),\n",
" input_boxes=val_batch[\"input_boxes\"].to(device),\n",
" multimask_output=False)\n",
" \n",
" # calculate val loss\n",
" predicted_val_masks = outputs.pred_masks.squeeze(1)\n",
" ground_truth_masks = batch[\"ground_truth_mask\"].float().to(device)\n",
" val_loss = seg_loss(predicted_val_masks, ground_truth_masks.unsqueeze(1))\n",
"\n",
" val_losses.append(val_loss.item())\n",
" \n",
" # visualize the last validation prediction\n",
" fig, axs = plt.subplots(1, 3)\n",
" xmin, ymin, xmax, ymax = get_bounding_box(val_batch['ground_truth_mask'][0])\n",
" rect = patches.Rectangle((xmin, ymin), xmax-xmin, ymax-ymin, linewidth=1, edgecolor='r', facecolor='none')\n",
"\n",
" axs[0].set_title('input image')\n",
" axs[0].imshow(val_batch[\"pixel_values\"][0,1], cmap='gray')\n",
" axs[0].axis('off')\n",
"\n",
" axs[1].set_title('ground truth mask')\n",
" axs[1].imshow(val_batch['ground_truth_mask'][0], cmap='copper')\n",
" axs[1].add_patch(rect)\n",
" axs[1].axis('off')\n",
"\n",
" # apply sigmoid\n",
" medsam_seg_prob = torch.sigmoid(outputs.pred_masks.squeeze(1))\n",
"\n",
" # convert soft mask to hard mask\n",
" medsam_seg_prob = medsam_seg_prob.detach().cpu().numpy().squeeze()\n",
" medsam_seg = (medsam_seg_prob > 0.5).astype(np.uint8)\n",
"\n",
" axs[2].set_title('predicted mask')\n",
" axs[2].imshow(medsam_seg, cmap='copper')\n",
" axs[2].axis('off')\n",
"\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
" # save the best weights and record the best performing epoch\n",
" if mean(val_losses) < best_val_loss:\n",
" torch.save(model.state_dict(), f\"best_weights.pth\")\n",
" print(f\"Model Was Saved! Current Best val loss {best_val_loss}\")\n",
" best_val_loss = mean(val_losses)\n",
" best_val_epoch = epoch\n",
" else:\n",
" print(\"Model Was Not Saved!\")\n",
" \n",
" print(f'EPOCH: {epoch}')\n",
" print(f'Mean loss: {mean(epoch_losses)}')\n",
" \n",
" mean_train_losses.append(mean(epoch_losses))\n",
" mean_val_losses.append(mean(val_losses))"
],
"metadata": {
"id": "-AmFx1Ibkrtz",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 660
},
"outputId": "f762719e-ae75-4444-dea7-1724d4815b11"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
" 1%| | 8/655 [00:06<08:32, 1.26it/s]\n"
]
},
{
"output_type": "error",
"ename": "KeyboardInterrupt",
"evalue": "ignored",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-29-f097134f049b>\u001b[0m in \u001b[0;36m<cell line: 23>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0;31m# forward pass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 30\u001b[0;31m outputs = model(pixel_values=batch[\"pixel_values\"].to(device),\n\u001b[0m\u001b[1;32m 31\u001b[0m \u001b[0minput_boxes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"input_boxes\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 32\u001b[0m multimask_output=False)\n",
"\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1499\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_pre_hooks\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_hooks\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1500\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1502\u001b[0m \u001b[0;31m# Do not call functions when jit is used\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1503\u001b[0m \u001b[0mfull_backward_hooks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnon_full_backward_hooks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.10/dist-packages/transformers/models/sam/modeling_sam.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, pixel_values, input_points, input_labels, input_boxes, input_masks, image_embeddings, multimask_output, attention_similarity, target_embedding, output_attentions, output_hidden_states, return_dict, **kwargs)\u001b[0m\n\u001b[1;32m 1398\u001b[0m )\n\u001b[1;32m 1399\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1400\u001b[0;31m low_res_masks, iou_predictions, mask_decoder_attentions = self.mask_decoder(\n\u001b[0m\u001b[1;32m 1401\u001b[0m \u001b[0mimage_embeddings\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mimage_embeddings\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1402\u001b[0m \u001b[0mimage_positional_embeddings\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mimage_positional_embeddings\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1499\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_pre_hooks\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_hooks\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1500\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1502\u001b[0m \u001b[0;31m# Do not call functions when jit is used\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1503\u001b[0m \u001b[0mfull_backward_hooks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnon_full_backward_hooks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.10/dist-packages/transformers/models/sam/modeling_sam.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, image_embeddings, image_positional_embeddings, sparse_prompt_embeddings, dense_prompt_embeddings, multimask_output, output_attentions, attention_similarity, target_embedding)\u001b[0m\n\u001b[1;32m 500\u001b[0m \u001b[0moutput_tokens\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moutput_tokens\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoint_batch_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 501\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 502\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0msparse_prompt_embeddings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 503\u001b[0m \u001b[0mtokens\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutput_tokens\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msparse_prompt_embeddings\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 504\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
]
},
{
"cell_type": "markdown",
"source": [
"**Inference**"
],
"metadata": {
"id": "p96CdH4SXfDa"
}
},
{
"cell_type": "code",
"source": [
"# create test dataloader\n",
"test_dataset = SAMDataset(image_paths=data_paths['test_images'], mask_paths=data_paths['test_masks'], processor=processor)\n",
"test_dataloader = DataLoader(test_dataset, batch_size=1, shuffle=False)"
],
"metadata": {
"id": "xunoXkPkSiyo"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Iteratire through test images\n",
"with torch.no_grad():\n",
" for batch in tqdm(test_dataloader):\n",
"\n",
" # forward pass\n",
" outputs = model(pixel_values=batch[\"pixel_values\"].cuda(),\n",
" input_boxes=batch[\"input_boxes\"].cuda(),\n",
" multimask_output=False)\n",
"\n",
" # compute loss\n",
" predicted_masks = outputs.pred_masks.squeeze(1)\n",
" ground_truth_masks = batch[\"ground_truth_mask\"].float().cuda()\n",
"# loss = seg_loss(predicted_masks, ground_truth_masks.unsqueeze(1))\n",
"\n",
" \n",
"\n",
" # apply sigmoid\n",
" medsam_seg_prob = torch.sigmoid(outputs.pred_masks.squeeze(1))\n",
" # convert soft mask to hard mask\n",
" medsam_seg_prob = medsam_seg_prob.cpu().numpy().squeeze()\n",
" medsam_seg = (medsam_seg_prob > 0.5).astype(np.uint8)\n",
" \n",
" plt.figure(figsize=(12,4))\n",
" plt.subplot(1,3,1)\n",
" plt.imshow(batch[\"pixel_values\"][0,1], cmap='gray')\n",
" plt.axis('off')\n",
" plt.subplot(1,3,2)\n",
" plt.imshow(batch[\"ground_truth_mask\"][0], cmap='copper')\n",
" plt.axis('off')\n",
" plt.subplot(1,3,3)\n",
" plt.imshow(medsam_seg, cmap='copper')\n",
" plt.axis('off')\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
" # outputs = model(**inputs, multimask_output=False)"
],
"metadata": {
"id": "7rbIf5Pikw3L",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "5361c32c-c721-45c5-dd1f-5f0fa6732b07"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"\r 0%| | 0/49 [00:00<?, ?it/s]"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x400 with 3 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"\r 2%|▏ | 1/49 [00:01<00:51, 1.08s/it]"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x400 with 3 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"\r 4%|▍ | 2/49 [00:02<00:51, 1.10s/it]"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x400 with 3 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"\r 6%|▌ | 3/49 [00:03<00:46, 1.02s/it]"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x400 with 3 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"\r 8%|▊ | 4/49 [00:03<00:42, 1.07it/s]"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x400 with 3 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"\r 10%|█ | 5/49 [00:04<00:39, 1.12it/s]"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x400 with 3 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"\r 12%|█▏ | 6/49 [00:05<00:39, 1.09it/s]"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x400 with 3 Axes>"
],
"image/png": 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