How to use Ultralytics YOLO11 models with NVIDIA Deepstream on Jetson Orin NX 🚀 скачать в хорошем качестве

How to use Ultralytics YOLO11 models with NVIDIA Deepstream on Jetson Orin NX 🚀

Unlock the power of NVIDIA DeepStream and TensorRT to supercharge Ultralytics YOLO11 on Jetson devices! 🚀 This tutorial walks you through DeepStream capabilities, PyTorch model to ONNX conversion, and optimized inference techniques. Learn how to configure YOLO11 for efficient deployment, explore key settings, and compare performance improvements. Key highlights: 00:00 - Introduction to NVIDIA DeepStream and TensorRT for AI acceleration 01:14 - Walkthrough of DeepStream documentation for Jetson-based applications 02:06 - Understanding the DeepStream SDK and its core functionalities 03:06 - Setting up YOLO11 with DeepStream on Jetson Orin NX device 06:18 - Detailed walkthrough of DeepStream configuration files for YOLO11 08:40 - Step-by-step guide to converting YOLO11 PyTorch model to ONNX format 11:11 - Running inference with YOLO11 ONNX model using DeepStream framework 14:50 - Final thoughts, Performance comparison, and Summary Read more ➡️ https://docs.ultralytics.com/guides/d... Ultralytics YOLO Resources: 💻 GitHub Repository: https://github.com/ultralytics/ 📚 Documentation: https://docs.ultralytics.com/ #Ultralytics #YOLO #NVIDIA #AI #MachineLearning #DeepLearning