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)

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:
- Setting up the Jetson Nano hardware and flashing the system image.
- Installing remote login tools for seamless access.
- Getting started with DeepStream, including installation, testing, and understanding its hardware-accelerated blocks.
- Exploring YOLOv5 on Jetson Nano, from setting up the environment to generating the necessary weights (.wts) and model (.engine) files.
- 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
course created date
02/09/2021
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