How to use Ultralytics YOLO11 models with NVIDIA Deepstream on Jetson Orin NX 🚀
Автор: Ultralytics
Загружено: 2025-03-19
Просмотров: 8814
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
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