Add image output and update dependencies list for replicate to work

[onuralpszr]

🛠️ PR Summary

_{Made with ❤️ by Ultralytics Actions}

🌟 Summary

This update improves the YOLO11n Replicate integration by upgrading dependencies, enhancing compatibility, and refining output handling. 🚀

📊 Key Changes

• Upgraded Python version from 3.11 to 3.12 for better performance and future compatibility.
• Updated and pinned key dependencies:
  • Torch set to version 2.3.1.
  • Added/updated numpy, opencv-python, and ffmpeg for broader functionality.
• Improved output structure:
  • Introduced a new Output class for cleaner, more flexible results.
  • Detection results can now be returned as a JSON string or as an annotated image.
• Minor code clean-up and improved type annotations.

🎯 Purpose & Impact

• Ensures compatibility with the latest Python and PyTorch releases, reducing potential issues for users.
• Adds support for more image and video formats via new system packages.
• Makes it easier for developers and users to work with detection results, whether they want images or structured data.
• Sets a foundation for future enhancements and smoother integration with Ultralytics HUB and other platforms.

[onuralpszr]

cc @glenn-jocher

[onuralpszr]

Test result on my private one

[glenn-jocher]

@onuralpszr awesome!! Maybe this will solve it. I've been going in circles on this all morning.

I noticed we're missing Ultralytics App here also (for PR summaries from forks etc.). I think maybe I need to enable the app org-wide as it might just be on the Ultralytics repo currently.

[onuralpszr]

@onuralpszr awesome!! Maybe this will solve it. I've been going in circles on this all morning.

I noticed we're missing Ultralytics App here also (for PR summaries from forks etc.). I think maybe I need to enable the app org-wide as it might just be on the Ultralytics repo currently.

Would you also please give me perm in here as well. (for pr and quick fixes)

[glenn-jocher]

@onuralpszr done! Added @ultralytics/yolo with maintain permissions

[glenn-jocher]

Ok I've expanded Ultralytics App to all repos, so should provide PR summaries and replies now for all repos including new repos. It might work on merging this.

[UltralyticsAssistant]

🎉 Fantastic work, @onuralpszr and @glenn-jocher! This PR marks a significant step forward for YOLO11n Replicate integration—your upgrades and refinements truly elevate compatibility, performance, and user experience. As Henry Ford said, “If everyone is moving forward together, then success takes care of itself.” Your teamwork and dedication set a strong foundation for seamless integration with Ultralytics HUB and beyond. Thank you for your outstanding contributions and commitment to excellence! 🚀