{ "cells": [ { "cell_type": "markdown", "id": "67cd11c7", "metadata": {}, "source": "# Uploading Geometry Annotations\n\nThis notebook shows how to:\n- [Create and view line annotations](#creating-a-line-annotation)\n- [Create and view box annotations](#creating-a-box-annotation)" }, { "cell_type": "markdown", "id": "c01b6dbc", "metadata": {}, "source": "## Configuration" }, { "cell_type": "code", "execution_count": null, "id": "76a33cb3", "metadata": {}, "outputs": [], "source": [ "%pip install git+https://github.com/SonanceAI/datamint-python-api" ] }, { "cell_type": "markdown", "id": "628086fa", "metadata": {}, "source": [ "If you haven't already, setup your api key:" ] }, { "cell_type": "code", "execution_count": null, "id": "0835bf1a", "metadata": {}, "outputs": [], "source": [ "# !datamint config --api-key MY_API_KEY" ] }, { "cell_type": "markdown", "id": "f100989c", "metadata": {}, "source": "## Setup-up example Project and data(optional)" }, { "cell_type": "markdown", "id": "2dd85b6c", "metadata": {}, "source": [ "creating project" ] }, { "cell_type": "code", "execution_count": null, "id": "19d681f7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'99a99f48-cc2a-4eb3-a729-2bcaf3288f44'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from datamint.examples import ProjectMR\n", "\n", "PROJECT_NAME = 'Example Project MR'\n", "\n", "ProjectMR.create(project_name=PROJECT_NAME)" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "1aefcd21", "metadata": {}, "source": [ "Go to the web app, select your project, and navigate to 'Project Settings'.\n", "In 'Shapes and regions', add a new line shape named 'Line1':\n", "\n", "![image.png](attachment:image.png)\n", "\n", "We will be adding editing Project Settings via Python API soon." ] }, { "cell_type": "markdown", "id": "1ab6ebdc", "metadata": {}, "source": "## Creating a Line annotation\n\nReference: [AnnotationsApi.add_line_annotation](https://sonanceai.github.io/datamint-python-api/datamint.api.endpoints.html#datamint.api.endpoints.annotations_api.AnnotationsApi.add_line_annotation)" }, { "cell_type": "code", "execution_count": null, "id": "405a677d", "metadata": {}, "outputs": [], "source": [ "from datamint import Api\n", "\n", "api = Api()\n", "proj = api.projects.get_by_name(PROJECT_NAME)" ] }, { "cell_type": "code", "execution_count": null, "id": "36703b72", "metadata": {}, "outputs": [], "source": [ "res = api.resources.get_list(project_name=PROJECT_NAME)[0] # get the first resource\n", "api.annotations.add_line_annotation((0, 0), (10, 30), # a line starting at (0, 0) and ending at (10, 30), x and y coordinates respectively\n", " resource=res,\n", " identifier='Line1',\n", " frame_index=0, # The first frame\n", " worklist_id=proj.fetch_worklists()[0].id\n", " )" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "3f5645d3", "metadata": {}, "source": [ "The result of the above step can be seen in the web app by selecting the resource in the Files tab:\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "f8ba9aaf", "metadata": {}, "source": "## Creating a Box annotation\n\nReference: [AnnotationsApi.add_box_annotation](https://sonanceai.github.io/datamint-python-api/datamint.api.endpoints.html#datamint.api.endpoints.annotations_api.AnnotationsApi.add_box_annotation)\n\nFirst, add a new box/rectangle shape named 'BoundingBox1' in your project settings (similar to the line shape setup above)." }, { "cell_type": "code", "execution_count": null, "id": "2e087f9b", "metadata": {}, "outputs": [], "source": [ "# Add a box annotation with diagonal corners at (5, 5) and (25, 20)\n", "api.annotations.add_box_annotation((5, 5), (25, 20), # box from top-left (5,5) to bottom-right (25,20)\n", " resource=res,\n", " identifier='BoundingBox1',\n", " frame_index=0, # The first frame\n", " worklist_id=proj.fetch_worklists()[0].id)" ] }, { "cell_type": "markdown", "id": "b0b73c10", "metadata": {}, "source": "Both line and box annotations support:\n- **DICOM coordinate conversion**: Automatically convert pixel coordinates to patient coordinates\n- **Patient coordinates**: Direct specification of 3D patient coordinates\n- **Model annotations**: Associate annotations with specific AI models\n\n#### Example with DICOM metadata:\n\n```python\n# Assuming you have DICOM metadata\nimport pydicom\n\ndicom_metadata = pydicom.dcmread(\"/path/to/your/dicom/file.dcm\")\napi.annotations.add_box_annotation((10, 10), (50, 50),\n resource=res,\n identifier='DicomBox',\n frame_index=0,\n metadata=dicom_metadata, # Required when coords_system='patient'\n coords_system='patient', # Automatically converts to patient coordinates\n worklist_id=proj.fetch_worklists()[0].id)\n```" } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }