Docs images cleanup

[glenn-jocher]

🛠️ PR Summary

_{Made with ❤️ by Ultralytics Actions}

🌟 Summary

Adds a batch of new documentation visuals (mostly AVIF) covering deployment pipelines and hardware benchmarks for Ultralytics models 🚀🖼️

📊 Key Changes

• Added multiple new .avif images under docs/ for:
  • ExecuTorch pipeline diagram (executorch-pipeline.avif) ⚙️
  • NVIDIA Jetson benchmark charts (AGX Orin, AGX Thor, Orin Nano Super, Orin NX 16, DeepStream) 📈🧠
  • NVIDIA DGX dashboard screenshot (nvidia-dgx-dashboard.avif) 🖥️
  • Raspberry Pi YOLO26 benchmarks (raspberry-pi-yolo26-benchmarks.avif) 🍓📊
  • reCamera + Node-RED workflow and demos (including YOLO11n pose) 🎥🔧
  • Rockchip RKNN export/overview visuals 🪨📦
  • SAM2 interactive sample image ✂️🖱️
• Updated existing benchmark JPEG assets (auto-generated): Ultralytics-YOLO26-Benchmark-E2E.jpg and Ultralytics-YOLO26-Benchmark.jpg 🧾📸

🎯 Purpose & Impact

• Improves documentation clarity with richer visuals for deployment, export, and benchmarking workflows 🧭✅
• Helps users compare real-world performance across popular edge/accelerator platforms (Jetson, Raspberry Pi, Rockchip, DGX) before choosing hardware 💡⚡
• Enhances end-to-end guides and demo walkthroughs (e.g., Node-RED + reCamera, ExecuTorch) to reduce setup friction for beginners and speed up adoption for advanced users 🛠️⏱️
• Mainly an assets-only change: no code behavior changes, but repo size will grow due to added binary media files 📦📁

📋 Skipped 2 files (lock files, generated, images, etc.)

• docs/Ultralytics-YOLO26-Benchmark-E2E.jpg
• docs/Ultralytics-YOLO26-Benchmark.jpg

[UltralyticsAssistant]

👋 Hello @glenn-jocher, thank you for submitting a ultralytics/assets 🚀 PR! This is an automated message—an engineer will review and assist shortly. Please review the checklist below to help ensure a smooth merge 🧩

-✅ 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! 🚀

[UltralyticsAssistant]

🔍 PR Review

_{Made with ❤️ by Ultralytics Actions}

PR is clean. Only binary asset additions with no code changes to review.

📋 Skipped 2 files (lock files, generated, images, etc.)

• docs/Ultralytics-YOLO26-Benchmark-E2E.jpg
• docs/Ultralytics-YOLO26-Benchmark.jpg

[UltralyticsAssistant]

Merged! Huge thanks @glenn-jocher for landing this excellent batch of documentation visuals—these AVIFs and refreshed benchmark assets make Ultralytics’ deployment, export, and hardware performance story instantly clearer for everyone.

As Leonardo da Vinci put it, “Simplicity is the ultimate sophistication.” This PR embodies that: crisp pipeline diagrams and real-world benchmark charts remove friction, help users choose the right edge hardware faster (Jetson, Raspberry Pi, Rockchip, DGX), and make it easier to deploy models like YOLO26 with confidence.

Appreciate you continuing to raise the bar for our docs and user experience—thank you!