integrations/rockchip-rknn/

[giscus[bot]]

integrations/rockchip-rknn/

Learn how to export YOLO11 models to RKNN format for efficient deployment on Rockchip platforms with enhanced performance.

https://docs.ultralytics.com/integrations/rockchip-rknn/

[UltralyticsAssistant]

👋 Hello, thank you for starting this discussion about Rockchip RKNN integration 🚀! We appreciate your interest in leveraging YOLO models for efficient deployment on Rockchip platforms. We recommend checking out the integration guide for Rockchip-RKNN for step-by-step instructions on exporting and deploying YOLO models to RKNN format.

If this is a 🐛 Bug Report regarding the RKNN integration, could you please provide a minimum reproducible example if not already available? This will help us better diagnose and address any issues.

For general questions about custom deployments or usage ❓, please share more information on your setup, including system specifications, any modifications you’ve made, and the complete logs of any errors encountered. Be sure to verify that your environment is configured correctly by following the Requirements and upgrading to the latest version of the ultralytics package:

pip install -U ultralytics

Join our thriving Ultralytics community for additional resources and support:

• Real-time discussions: Discord 🎧
• In-depth forum threads: Discourse
• Knowledge sharing: Subreddit

YOLO can also be tested or deployed in verified environments with preinstalled dependencies:

• Notebooks with free GPU:
• Google Cloud Deep Learning VM: GCP Quickstart Guide
• Amazon Deep Learning AMI: AWS Quickstart Guide
• Docker Image: Docker Quickstart Guide

Lastly, if the CI badge is green, this confirms all tests are successfully passing and the latest code is verified across all platforms.

This is an automated response 🤖, and an Ultralytics engineer will review this discussion and provide further assistance soon. Let us know how we can help further—happy coding! 🚀

[robert-hardman]

@IvorZhu331
@lakshanthad
Hello
Thanks for the update.
Can we currently use the Ultralytics val To calculate the mAP0.5?

[serhiynovos]

Hello,
Do you have any plans to add quantization for exported models ?

[glenn-jocher]

@serhiynovos quantization support is currently being explored and may be added in future updates. For now, exported models like RKNN do not include quantization, but optimizations are ongoing. Keep an eye on the Ultralytics documentation for updates.