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Merge branch 'main' into dependabot/pip/urllib3-2.6.0
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.github/workflows/blossom-ci.yml

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runs-on: ubuntu-latest
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steps:
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- name: Checkout code
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uses: actions/checkout@v5
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uses: actions/checkout@v6
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with:
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repository: ${{ fromJson(needs.Authorization.outputs.args).repo }}
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ref: ${{ fromJson(needs.Authorization.outputs.args).ref }}

.github/workflows/codeql-analysis.yml

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steps:
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- name: Checkout repository
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uses: actions/checkout@v5
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uses: actions/checkout@v6
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# Initializes the CodeQL tools for scanning.
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- name: Initialize CodeQL
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uses: github/codeql-action/init@v3
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uses: github/codeql-action/init@v4
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with:
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languages: ${{ matrix.language }}
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# If you wish to specify custom queries, you can do so here or in a config file.
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# uses a compiled language
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- name: Perform CodeQL Analysis
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uses: github/codeql-action/analyze@v3
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uses: github/codeql-action/analyze@v4

.github/workflows/docker-plugin.yml

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env:
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MONAI_ZOO_AUTH_TOKEN: ${{ github.token }}
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steps:
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- uses: actions/checkout@v5
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- uses: actions/checkout@v6
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- name: Set up Python 3.10
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uses: actions/setup-python@v5
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uses: actions/setup-python@v6
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with:
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python-version: 3.10
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- name: clean up

.github/workflows/docker.yml

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env:
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MONAI_ZOO_AUTH_TOKEN: ${{ github.token }}
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- uses: actions/checkout@v5
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- name: Cleanup
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run: |
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echo Before Cleanup...

.github/workflows/pythonapp.yml

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os: [windows-latest, ubuntu-latest]
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python-version: ["3.9", "3.10", "3.11", "3.12"]
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- uses: actions/checkout@v5
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- uses: actions/checkout@v6
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- name: Set up Python
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uses: actions/setup-python@v5
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uses: actions/setup-python@v6
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python-version: ${{ matrix.python-version }}
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- if: runner.os == 'Linux'
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matrix:
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python-version: ["3.9", "3.10", "3.11", "3.12"]
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- uses: actions/checkout@v5
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- uses: actions/checkout@v6
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- name: Set up Python
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uses: actions/setup-python@v5
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uses: actions/setup-python@v6
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python-version: ${{ matrix.python-version }}
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- name: Install dependencies
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python-version: ["3.9", "3.10", "3.11", "3.12"]
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- uses: actions/checkout@v5
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- uses: actions/checkout@v6
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fetch-depth: 0
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- uses: actions/setup-node@v4
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- uses: actions/setup-node@v6
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- name: Set up Python
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uses: actions/setup-python@v5
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uses: actions/setup-python@v6
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- name: cache weekly timestamp
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python-version: ["3.10"]
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- uses: actions/checkout@v5
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- uses: actions/checkout@v6
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- name: Set up Python
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uses: actions/setup-python@v5
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uses: actions/setup-python@v6
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- name: cache weekly timestamp

.github/workflows/release.yml

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MONAI_ZOO_AUTH_TOKEN: ${{ github.token }}
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steps:
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- uses: actions/checkout@v5
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- uses: actions/checkout@v6
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- uses: actions/setup-node@v4
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- uses: actions/setup-node@v6
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- name: Set up Python 3.10
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uses: actions/setup-python@v5
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uses: actions/setup-python@v6
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- name: Cache for pip
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uses: actions/upload-artifact@v5
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name: dist
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.pre-commit-config.yaml

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rev: v5.0.0
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rev: v6.0.0
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hooks:
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- id: check-merge-conflict
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- id: trailing-whitespace
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- id: mixed-line-ending
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rev: 6.1.0
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- id: isort
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- repo: https://github.com/psf/black
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- repo: https://github.com/psf/black-pre-commit-mirror
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rev: 25.9.0
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- repo: https://github.com/psf/black
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- repo: https://github.com/psf/black-pre-commit-mirror
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args: ["--count", "--statistics", "--config=setup.cfg"]
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rev: v1.18.2
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- id: mypy
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exclude: (^tests/|^plugins/)

README.md

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# MONAI Label
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[![License](https://img.shields.io/badge/license-Apache%202.0-green.svg)](https://opensource.org/licenses/Apache-2.0)
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[![CI Build](https://github.com/Project-MONAI/MONAILabel/workflows/build/badge.svg?branch=main)](https://github.com/Project-MONAI/MONAILabel/commits/main)
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[![Documentation Status](https://readthedocs.org/projects/monailabel/badge/?version=latest)](https://docs.monai.io/projects/label/en/latest/?badge=latest)
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[![Documentation Status](https://readthedocs.org/projects/monailabel/badge/?version=latest)](https://monai.readthedocs.io/projects/label/en/latest/?badge=latest)
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[![PyPI version](https://badge.fury.io/py/monailabel.svg)](https://badge.fury.io/py/monailabel)
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[![Azure DevOps tests (compact)](https://img.shields.io/azure-devops/tests/projectmonai/monai-label/10?compact_message)](https://dev.azure.com/projectmonai/monai-label/_test/analytics?definitionId=10&contextType=build)
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[![Azure DevOps coverage](https://img.shields.io/azure-devops/coverage/projectmonai/monai-label/10)](https://dev.azure.com/projectmonai/monai-label/_build?definitionId=10)
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and client work on the same/different machine. It shares the same principles
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with [MONAI](https://github.com/Project-MONAI).
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Refer to full [MONAI Label documentations](https://docs.monai.io/projects/label/en/latest/index.html) for more details or check out our [MONAI Label Deep Dive videos series](https://www.youtube.com/playlist?list=PLtoSVSQ2XzyD4lc-lAacFBzOdv5Ou-9IA).
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Refer to full [MONAI Label documentations](https://monai.readthedocs.io/projects/label/en/latest/index.html) for more details or check out our [MONAI Label Deep Dive videos series](https://www.youtube.com/playlist?list=PLtoSVSQ2XzyD4lc-lAacFBzOdv5Ou-9IA).
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Refer to [MONAI Label Tutorial](https://github.com/Project-MONAI/tutorials/tree/main/monailabel) series for application and viewer workflows with different medical image tasks. Notebook-like tutorials are created for detailed instructions.
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<pre>pip install -U monailabel</pre>
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MONAI Label supports the following OS with **GPU/CUDA** enabled. For more details instruction, please see the installation guides.
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- [Ubuntu](https://docs.monai.io/projects/label/en/latest/installation.html)
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- [Windows](https://docs.monai.io/projects/label/en/latest/installation.html#windows)
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- [Ubuntu](https://monai.readthedocs.io/projects/label/en/latest/installation.html)
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- [Windows](https://monai.readthedocs.io/projects/label/en/latest/installation.html#windows)
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### GPU Acceleration (Optional Dependencies)
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Following are the optional dependencies which can help you to accelerate some GPU based transforms from MONAI. These dependencies are enabled by default if you are using `projectmonai/monailabel` docker.
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## Community
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Join the conversation on Twitter [@ProjectMONAI](https://twitter.com/ProjectMONAI) or join
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our [Slack channel](https://projectmonai.slack.com/archives/C031QRE0M1C).
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our [Slack channel](https://join.slack.com/t/projectmonai/shared_invite/zt-3hucgm02q-i8Bn9XofDZs2UGOH4jUl4w).
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Ask and answer questions over
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on [MONAI Label's GitHub Discussions tab](https://github.com/Project-MONAI/MONAILabel/discussions).
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## Additional Resources
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- Website: https://monai.io/
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- API documentation: https://docs.monai.io/projects/label
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- Website: https://project-monai.github.io/
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- API documentation: https://monai.readthedocs.io/projects/label
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- Code: https://github.com/Project-MONAI/MONAILabel
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- Project tracker: https://github.com/Project-MONAI/MONAILabel/projects
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- Issue tracker: https://github.com/Project-MONAI/MONAILabel/issues

sample-apps/endoscopy/README.md

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</summary>
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This model is currently trained to segment **Tool** from 2D in-body images.
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- Network: This model uses the [BasicUNet](https://monai.readthedocs.io/en/stable/networks.html#basicunet) as the default network.
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- Labels: `{ "Tool": 1 }`
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- Dataset: The model is pre-trained over few in-body Images related to Endoscopy
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- Inputs: 3 channels.
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<summary>
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- Network: This model uses the [FlexibleUNet](https://docs.monai.io/en/latest/networks.html#flexibleunet) as the default network.
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- Network: This model uses the [FlexibleUNet](https://monai.readthedocs.io/en/stable/networks.html#flexibleunet) as the default network.
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- Network: This model uses the [SEResNet50](https://monai.readthedocs.io/en/stable/networks.html#seresnet50) as the default network.
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- Labels: `{ "InBody": 0, "OutBody": 1 }`
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- Inputs: 1 channel for the image modality

sample-apps/monaibundle/README.md

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# MONAI Bundle Application
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The MONAIBundle App allows you to easily pull any MONAI Bundle from the [MONAI Model Zoo](https://github.com/Project-MONAI/model-zoo/tree/dev/models) and import it into MONAI Label. However, it's important to note that any MONAI Bundle used with MONAI Label must meet the following constraints:
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- It must comply with the [MONAI Bundle Specification](https://monai.readthedocs.io/en/stable/mb_specification.html).
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- For inference, the bundle must define either an `inference.json` or `inference.yaml` file, and it must include the keys described in the bundle.py file located in the `monailabel/tasks/infer/` directory.
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- For training, the bundle must define either a `train.json` or `train.yaml file`, and it must include the keys described in the bundle.py file located in the `monailabel/tasks/train/` directory.
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- For multi-GPU training, the bundle must define either a `multi_gpu_train.json` or `multi_gpu_train.yaml` file.

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