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DevelopmentSoftware EngineeringFlask

YOLOv5目标检测实战:Flask Web部署

计算机视觉目标检测实战
Rating: 0.0 out of 50.0 (0 ratings)
17 students
Created by Frank BAI
Last updated 12/2021
Simplified Chinese

What you'll learn

  • 掌握YOLOv5目标检测的Flask Web部署方法

Requirements

  • 熟悉Python和PyTorch

Description

PyTorch版的YOLOv5是轻量而高性能的实时目标检测方法。利用YOLOv5训练完自己的数据集后,如何向大众展示并提供落地的服务呢?

本课程将提供相应的解决方案,具体讲述如何使用Web应用程序框架Flask进行YOLOv5的Web应用部署。Flask 是一个微型的 Python 开发的 Web 框架。本课程讲述利用Flask框架构建YOLOv5服务器上的部署接口。用户可通过客户端浏览器上传图片,经服务器处理后返回图片检测数据并在浏览器中绘制检测结果。

本课程的YOLOv5使用ultralytics/yolov5,在Ubuntu系统上做项目演示,并提供在Windows系统上的部署方式文档。

本项目采取前后端分离的系统架构和开发方式,减少前后端的耦合。课程包括:YOLOv5的Flask Web部署的系统架构、YOLOv5的安装、 Flask的安装、YOLOv5的检测API接口python代码、 Flask的服务程序的python代码、前端html代码、CSS代码、Javascript代码、系统部署演示、生产环境部署改进建议、Windows10系统上部署的区别等。

【相关课程】

本人推出了有关YOLOv5目标检测的系列课程。请持续关注该系列的其它视频课程,包括:

《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》

Who this course is for:

  • 对YOLOv5目标检测技术应用感兴趣的学员和从业者

Instructor

Frank BAI
Professor
Frank BAI
  • 4.2 Instructor Rating
  • 26 Reviews
  • 106 Students
  • 23 Courses

大学教授,博士生导师,美国博士学位。十年以上IT技术工作经历,先后就职于美国和中国信息技术科技公司、研究院与高校。担任人工智能创业公司资深顾问。主持多项国家级科研项目,发表学术论文100多篇,获得授权专利10多项。 研究方向包括:深度学习、计算机视觉等。

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