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👋 Hello @ShuaiLYU, thank you for submitting an ultralytics/ultralytics 🚀 PR! This is an automated response — an Ultralytics engineer will review and assist you soon. In the meantime, to ensure a seamless integration of your work, please review the following checklist:

• ✅ Define a Purpose: Clearly explain the purpose of your fix or feature in your PR description, and link to any relevant issues. Ensure your commit messages are clear, concise, and adhere to the project's conventions.
• ✅ Synchronize with Source: Confirm your PR is synchronized with the ultralytics/ultralytics main branch. If it's behind, update it by clicking the 'Update branch' button or by running git pull and git merge main locally.
• ✅ Ensure CI Checks Pass: Verify all Ultralytics Continuous Integration (CI) checks are passing. If any checks fail, please address the issues.
• ✅ Update Documentation: Update the relevant documentation for any new or modified features.
• ✅ Add Tests: If applicable, include or update tests to cover your changes, and confirm that all tests are passing.
• ✅ Sign the CLA: Please ensure you have signed our Contributor License Agreement if this is your first Ultralytics PR by writing "I have read the CLA Document and I sign the CLA" in a new message.
• ✅ Minimize Changes: Limit your changes to the minimum necessary for your bug fix or feature addition. "It is not daily increase but daily decrease, hack away the unessential. The closer to the source, the less wastage there is." — Bruce Lee

Notes for this PR:

• Thanks for updating docs/en/models/yoloe.md to refresh the YOLOE validation example and checkpoint names 🙌
• Please confirm the updated example weights (e.g., yoloe-11l-seg-pf.pt and s/m variants) are available and load correctly, and that the validation snippet with single_cls=True behaves as intended for segmentation tasks.
• If you haven’t already, ensure the docs build passes locally and examples are copy-paste runnable ✅

For more guidance, please refer to our Contributing Guide. Don’t hesitate to leave a comment if you have any questions. Thank you for contributing to Ultralytics! 🚀

Codecov Report

❌ Patch coverage is 0% with 1 line in your changes missing coverage. Please review.

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Huge thanks and congratulations on the merge, @ShuaiLYU — and kudos to @Laughing-q for the teamwork! As Leonardo da Vinci said, “Simplicity is the ultimate sophistication,” and this PR embodies that: correct YOLOE segmentation checkpoints (yoloe-11l-seg-pf.pt and yoloe-11s/m-seg-pf.pt), a clearer validation example with single_cls=True, and quieter device selection for cleaner logs. These refinements reduce confusion, improve usability in CI, and help users get reliable results faster. Appreciate the precision and polish you brought here. See the Ultralytics Docs for details.