How to Run Multiple Streams with DeepStream SDK on Jetson Nano using Ultralytics YOLOv8 | Episode 82
Join us in this episode as we explore the world of NVIDIA Jetson Nano and its usage of the DeepStream SDK to run inference on multiple streams using Ultralytics models 🚀. We'll guide you through setting up the Jetson Nano, configuring the system for YOLOv8, and optimizing AI inference across multiple video streams for enhanced performance.
Learn more ➡️ https://docs.ultralytics.com/guides/d...
📚 Key Highlights:
0:00 - Introduction to Jetson Nano: Overview of the setup and its potential in AI applications.
0:37 - Setting Up NVIDIA Jetson Nano: Step-by-step guide to configuring Jetson Nano for DeepStream.
0:44 - DeepStream SDK Documentation Walkthrough: Overview of using the DeepStream SDK for multiple streams.
1:21 - DeepStream SDK Architecture: Dive into the architecture for real-time data processing.
2:31 - Prerequisites for Installing DeepStream SDK: Requirements for a smooth installation process.
3:10 - DeepStream Configuration for Ultralytics YOLOv8: How to set up DeepStream for Inference on Multiple Streams using YOLOv8.
3:34 - Live Setup of Jetson Nano for YOLOv8: Real-time configuration for multiple stream inference on Jetson Nano.
4:15 - Converting YOLOv8 to ONNX: Learn how to convert PyTorch YOLOv8 models to ONNX format on Jetson Nano.
5:03 - YOLOv8 Configuration for DeepStream: Overview of setting up YOLOv8 in the DeepStream project.
7:10 - Setting Up DeepStream App for Video Streams: Walkthrough of the app configuration for streams in the DeepStream project.
8:18 - Running Inference on Multiple Streams: Using DeepStream SDK with YOLOv8 for real-time inference.
9:36 - Conclusion and Summary: Recap of key points and the future of Jetson Nano in AI applications.
🌟YOLO Vision 2024 (YV24), our annual hybrid Vision AI event is just days away! Happening on 27th September 2024 at Google for Startups Campus, Madrid.! Watch live on:
🔗 YouTube: • Ultralytics YOLO Vision 2024: Explore the ...
🔗 Bilibili: https://live.bilibili.com/1921503038
🔗 Key Ultralytics Resources:
🏢 About Us: https://ultralytics.com/about
💼 Join Our Team: https://ultralytics.com/work
📞 Contact Us: https://ultralytics.com/contact
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📄 Ultralytics License: https://ultralytics.com/license
🔬 YOLO Resources:
💻 GitHub Repository: https://github.com/ultralytics/
📚 Documentation: https://docs.ultralytics.com/
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