StreamLit OpenCV Computer Vision Web App

所在平台: Udemy

课程主页: https://www.udemy.com/course/streamlit-opencv-computer-vision-web-app/

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课程名称:StreamLit + OpenCV 计算机视觉 Web 应用开发 课程概述: 本课程专注于如何使用 Python 的 StreamLit 库和 OpenCV 从零开始构建一个计算机视觉 Web 应用。课程将逐步指导学员完成以下内容: 1. **StreamLit 用户界面搭建**:使用 Python 编写 StreamLit 用户界面。 2. **MediaPipe 集成**:结合 Google 的 MediaPipe 库实现实时人脸特征点检测。 3. **三页式 Web 应用设计**: * **第一页**:介绍 Web 应用和作者。 * **第二页**:实现单张图像的人脸网格(Face-Mesh)推断。 * **第三页**:实现视频流的实时人脸特征点检测,目标帧率 30FPS。 课程亮点: * **互动性强**:与传统的 OpenCV 应用不同,本课程的应用具有高度互动性,允许用户随时调整参数,创建专业级的仪表盘。 * **StreamLit 优势**:StreamLit 能够快速将数据脚本转化为可分享的 Web 应用,仅需 Python,无需前端(HTML, Java)经验。 * **实践导向**:本课程完全注重实践操作,内容直观,不含冗余信息。 先修要求: * 具备计算机视觉基础知识。 * 掌握 Python 编程技能。 * 拥有一台中高配置的 PC/笔记本电脑。 * 操作系统为 Windows 10 或 Ubuntu。 退款保障: Udemy 提供 30 天无理由退款保证。 (请注意:课程价格可能会在 2022 年 4 月 1 日上涨至 39 美元,原因是每月会有新内容更新。)

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课程详情

*Price goes up to $39 on the 1st of April 2022. Price increase is due to newer content added to the course every month. In this course, we are going to learn how to build from scratch a Computer Vision Web Application using StreamLit in Python and OpenCV. We'll start off by coding the StreamLit User Interface with Python only and then combine it with Googles' Media Pipe Library to perform face landmark detection in real-time. From there we'll create three pages: The first webapp page will tell us a little about the Web App and the Author,The second page of the UI one helps us to infer Face-Mesh on a single image, andThe third will allow us to implement Real-Time face landmark detection on a video at 30FPS.What's really great about this is that unlike native OpenCV apps is that you can actually interact with the app and make adjustments and create neat and professional dashboards with this.If you don't already know, StreamLit can turn data scripts into shareable web apps in minutes. All in Python. All for free. NO front-end, HTML, JAVA experience required. This course is a full practical course, no fluff, just straight on practical coding. RequirementsPlease ensure that you have the following:Basic understanding of Computer VisionPython Programming SkillsMid to high range PC/ LaptopWindows 10/Ubuntu 30 Day Udemy Refund Guarantee If you are not happy with this course for any reason, you are covered by Udemy's 30 day no questions asked refund guarantee.

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