diff --git a/generative/maisi/data/mask_augmentation_example.ipynb b/generative/maisi/data/mask_augmentation_example.ipynb index 091d311cd7..ef65f57341 100644 --- a/generative/maisi/data/mask_augmentation_example.ipynb +++ b/generative/maisi/data/mask_augmentation_example.ipynb @@ -52,137 +52,21 @@ "source": [ "import os\n", "import sys\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", "import torch\n", - "import torch.nn.functional as F\n", "import monai\n", - "from monai.transforms import AsDiscrete, LoadImage, Orientation\n", + "from monai.transforms import LoadImage, Orientation\n", "from monai.utils import set_determinism\n", "from monai.config import print_config\n", "\n", "# Add MAISI folder to PATH\n", "sys.path.append(os.path.dirname(os.getcwd()))\n", "from scripts.augmentation import augmentation # noqa: E402\n", + "from scripts.utils_plot import find_label_center_loc, get_xyz_plot, show_image # noqa: E402\n", "\n", "set_determinism(38)\n", "print_config()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plotting functions" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "def find_label_center_loc(x):\n", - " \"\"\"\n", - " find center location of the binary mask.\n", - " \"\"\"\n", - " label_loc = torch.where(x != 0)\n", - " center_loc = []\n", - " for loc in label_loc:\n", - " unique_loc = torch.unique(loc)\n", - " if len(unique_loc) == 0:\n", - " center_loc.append(None)\n", - " else:\n", - " center_loc.append(unique_loc[len(unique_loc) // 2])\n", - "\n", - " return center_loc\n", - "\n", - "\n", - "def normalize_label_to_uint8(colorize, label, n_label):\n", - " \"\"\"\n", - " formalize image to uint8.\n", - " \"\"\"\n", - " with torch.no_grad():\n", - " post_label = AsDiscrete(to_onehot=n_label)\n", - " label = post_label(label).permute(1, 0, 2, 3)\n", - " label = F.conv2d(label, weight=colorize)\n", - " label = torch.clip(label, 0, 1).squeeze().permute(1, 2, 0).cpu().numpy()\n", - "\n", - " draw_img = (label * 255).astype(np.uint8)\n", - "\n", - " return draw_img\n", - "\n", - "\n", - "def visualize_one_slice_in_3d_label(colorize, image, axis: int = 2, n_label=105, center=None):\n", - " \"\"\"\n", - " prepare a 2D image slice from a 3D image for visualization.\n", - " \"\"\"\n", - "\n", - " # draw image\n", - " if center is None:\n", - " center = image.shape[2:][axis] // 2\n", - " if axis == 0:\n", - " draw_img = normalize_label_to_uint8(colorize, image[..., center, :, :], n_label)\n", - " elif axis == 1:\n", - " draw_img = normalize_label_to_uint8(colorize, image[..., :, center, :], n_label)\n", - " elif axis == 2:\n", - " draw_img = normalize_label_to_uint8(colorize, image[..., :, :, center], n_label)\n", - " else:\n", - " raise ValueError(\"axis should be in [0,1,2]\")\n", - " return draw_img\n", - "\n", - "\n", - "def show_image(image):\n", - " \"\"\"\n", - " plot input image.\n", - " \"\"\"\n", - " plt.figure(\"check\", (24, 12))\n", - " plt.subplot(1, 2, 1)\n", - " plt.title(\"mask\")\n", - " plt.imshow(image)\n", - " plt.show()\n", - "\n", - "\n", - "def to_shape(a, shape):\n", - " \"\"\"\n", - " pad image to desired shape.\n", - " \"\"\"\n", - " x_, y_, z_ = shape\n", - " x, y, z = a.shape\n", - " x_pad = x_ - x\n", - " y_pad = y_ - y\n", - " z_pad = z_ - z\n", - " return np.pad(\n", - " a,\n", - " (\n", - " (x_pad // 2, x_pad // 2 + x_pad % 2),\n", - " (y_pad // 2, y_pad // 2 + y_pad % 2),\n", - " (z_pad // 2, z_pad // 2 + z_pad % 2),\n", - " ),\n", - " mode=\"constant\",\n", - " )\n", - "\n", - "\n", - "def get_xyz_plot(label, target_class_index, colorize, n_label):\n", - " \"\"\"\n", - " generate three-view plot based on given ROI label.\n", - " \"\"\"\n", - " target_shape = list(label.shape[1:])\n", - " seg_list = []\n", - " center_loc_axis = find_label_center_loc(torch.flip(label[0, ...] == target_class_index, [-3, -2, -1]))\n", - "\n", - " for axis in range(3):\n", - " center = center_loc_axis[axis]\n", - "\n", - " seg = visualize_one_slice_in_3d_label(\n", - " colorize, torch.flip(label.unsqueeze(0), [-3, -2, -1]), axis, n_label, center\n", - " ).transpose([2, 1, 0])\n", - " seg = to_shape(seg, (3, max(target_shape), max(target_shape)))\n", - " seg_list.append(seg)\n", - " seg = np.concatenate(seg_list, axis=2).transpose([1, 2, 0])\n", - " return seg" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -192,23 +76,35 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/mnt/drive1/pengfeig/code/tutorials/venv/lib/python3.10/site-packages/monai/apps/utils.py:115: UserWarning: tqdm is not installed, will not show the downloading progress bar.\n", - " warnings.warn(\"tqdm is not installed, will not show the downloading progress bar.\")\n" + "maisi_example_mask.nii.gz: 5.74MB [00:01, 3.24MB/s] " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2024-07-11 20:06:56,301 - INFO - Downloaded: maisi_example_mask.nii.gz\n", + "2024-07-11 20:06:56,302 - INFO - Expected md5 is None, skip md5 check for file maisi_example_mask.nii.gz.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "2024-07-04 04:37:59,203 - INFO - Downloaded: maisi_example_mask.nii.gz\n", - "2024-07-04 04:37:59,204 - INFO - Expected md5 is None, skip md5 check for file maisi_example_mask.nii.gz.\n", "volume shape [512, 512, 384]\n" ] } @@ -237,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -254,7 +150,8 @@ "source": [ "# create a random color map\n", "colorize = torch.clip(torch.cat([torch.zeros(3, 1, 1, 1), torch.randn(3, 200, 1, 1)], 1), 0, 1)\n", - "mask = get_xyz_plot(volume, target_class_index=target_class_index, colorize=colorize, n_label=201)\n", + "center_loc_axis = find_label_center_loc(torch.flip(volume[0, ...] == target_class_index, [-3, -2, -1]))\n", + "mask = get_xyz_plot(volume, center_loc_axis, target_class_index=target_class_index, colorize=colorize, n_label=201)\n", "show_image(mask)" ] }, @@ -267,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -279,7 +176,7 @@ } ], "source": [ - "volume_aug = augmentation(volume.unsqueeze(0), volume_shape)" + "volume_aug = augmentation(volume.unsqueeze(0), volume_shape).squeeze(0)" ] }, { @@ -291,12 +188,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -306,8 +203,9 @@ } ], "source": [ + "center_loc_axis_aug = find_label_center_loc(torch.flip(volume_aug[0, ...] == target_class_index, [-3, -2, -1]))\n", "augmented_mask = get_xyz_plot(\n", - " volume_aug.squeeze(0), target_class_index=target_class_index, colorize=colorize, n_label=201\n", + " volume_aug, center_loc_axis_aug, target_class_index=target_class_index, colorize=colorize, n_label=201\n", ")\n", "show_image(augmented_mask)" ]