YOLOv5目标检测实战:Jetson Nano部署

计算机视觉目标检测实战
3.90 (10 reviews)
Udemy
platform
中文
language
Hardware
category
instructor
YOLOv5目标检测实战:Jetson Nano部署
43
students
1.5 hours
content
Jul 2023
last update
$29.99
regular price

Why take this course?

🎉 [ YOLOv5目标检测实战:Jetson Nano部署 ]

🤖 课程概述: Dive into the world of computer vision with this hands-on course that guides you through deploying the high-performance, real-time object detection method YOLOv5 on the Jetson Nano development board. By the end of this course, you'll be able to perform real-time object detection on images, video files, and live camera feeds, all leveraging the power of AI with TensorRT and NVIDIA DeepStream SDK.

🚀 什么是 YOLOv5 和 Jetson Nano?

  • YOLOv5: The PyTorch version of YOLO (You Only Look Once) v5 is designed for real-time object detection, boasting unparalleled speed and accuracy.
  • Jetson Nano: A compact, affordable AI computer powered by a powerful GPU, designed for edge computing with deep learning capabilities.

🛠️ 课程内容: 原理篇:

  • Introduction to DeepStream, TensorRT, and tensorrtx.

实践篫:

  1. Setting up the Jetson Nano hardware and flashing the system image.
  2. Installing remote login tools for seamless access.
  3. Getting started with DeepStream, including installation, testing, and understanding its hardware-accelerated blocks.
  4. Exploring YOLOv5 on Jetson Nano, from setting up the environment to generating the necessary weights (.wts) and model (.engine) files.
  5. Utilizing DeepStream to deploy YOLOv5 on Jetson Nano, including live testing and optimization.

🔧 实操指南:

  • Step-by-step guide to hardware preparation, system image flashing, and environment setup.
  • Detailed instructions for installing and configuring DeepStream, TensorRT, and YOLOv5 on Jetson Nano.
  • Best practices for generating and utilizing the YOLOv5 weight and model files with TensorRT.

📁 资源提供:

  • Access to the official Jetson Nano system image and remote login tools available on Baidu Netdisk.

🌟 关联课程序列: Expand your expertise with our full suite of YOLOv5 courses designed to cover a wide range of applications:

  • 《YOLOv5目标检测实战:训练自己的数据集》
  • 《YOLOv5目标检测:原理与源码解析》
  • 《YOLOv5目标检测实战:Flask Web部署》
  • 《YOLOv5目标检测实战:TensorRT加速部署》
  • 《YOLOv5目标检测实战:Jetson Nano部署》
  • 《YOLOv5实战口罩佩戴检测》
  • 《YOLOv5实战交通标志识别》
  • 《YOLOv5实战垃圾分类目标检测》
  • 《YOLOv5+DeepSORT多目标跟踪与计数精讲》

🚀 加入我们,开始你的计算机视觉之旅!

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udemy ID
13/07/2021
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02/09/2021
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