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Update NVIDIA Jetson Orin NX 16GB benchmarks with YOLO26#149

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glenn-jocher merged 1 commit intomainfrom
yolo26-orin-16-benchmarks
Apr 23, 2026
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Update NVIDIA Jetson Orin NX 16GB benchmarks with YOLO26#149
glenn-jocher merged 1 commit intomainfrom
yolo26-orin-16-benchmarks

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@lakshanthad
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@lakshanthad lakshanthad commented Apr 3, 2026

🛠️ PR Summary

Made with ❤️ by Ultralytics Actions

🌟 Summary

🖼️ This PR appears to update repository assets, with the visible change indicating a refreshed benchmark image for Jetson Orin NX 16 performance results on COCO128.

📊 Key Changes

  • Updated the asset file docs/jetson-orin-nx-16-benchmarks-coco128.avif.
  • The modified file is an image/visual asset rather than application code.
  • No source code, configuration, or documentation text changes were included in the provided diff.

🎯 Purpose & Impact

  • Improves or refreshes benchmark-related visuals used in the repository 📈
  • Helps keep published performance assets aligned with the latest results or formatting standards.
  • Has little to no direct impact on runtime behavior, APIs, or user workflows since this is an asset-only change.
  • May improve clarity or presentation for users viewing hardware benchmark documentation or examples 👀
📋 Skipped 1 file (lock files, generated, images, etc.)
  • docs/jetson-orin-nx-16-benchmarks-coco128.avif

@UltralyticsAssistant UltralyticsAssistant added detect Object Detection issues, PR's documentation Improvements or additions to documentation embedded Pertaining to IOT or low-power devices labels Apr 3, 2026
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👋 Hello @lakshanthad, thank you for submitting a ultralytics/assets 🚀 PR! This is an automated message to help with review, and an engineer will assist you shortly 😊 Please review the checklist below to help ensure a smooth integration:

  • 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/assets 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

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! 🚀

@lakshanthad
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Image related to this PR @glenn-jocher
ultralytics/ultralytics#24118

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🔍 PR Review

Made with ❤️ by Ultralytics Actions

All 1 changed files are generated/vendored (skipped review)

📋 Skipped 1 file (lock files, generated, images, etc.)
  • docs/jetson-orin-nx-16-benchmarks-coco128.avif

@lakshanthad lakshanthad self-assigned this Apr 3, 2026
@lakshanthad lakshanthad requested a review from glenn-jocher April 3, 2026 02:32
@glenn-jocher glenn-jocher merged commit 8b7ecd2 into main Apr 23, 2026
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@glenn-jocher glenn-jocher deleted the yolo26-orin-16-benchmarks branch April 23, 2026 21:03
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Merged with impact 🚀 Thanks @lakshanthad, with contributions from @glenn-jocher, for this valuable asset refresh to the benchmark visuals.

As Florence Nightingale said, “I attribute my success to this: I never gave or took any excuse.” That spirit shows here—keeping benchmark assets current and polished helps ensure Ultralytics materials stay clear, trustworthy, and useful for the community.

Appreciate the thoughtful contribution to improving how performance results are presented.

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