OpenCV Pro: Unleash the Power of Computer Vision

所在平台: Udemy

课程主页: https://www.udemy.com/course/opencv-fundamentals/

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课程简介

《OpenCV Pro: Unleash the Power of Computer Vision》课程总结 本课程以项目为导向,深入教授OpenCV的基础知识和实战应用。课程不拘泥于命令罗列,而是通过解决一系列计算机视觉问题来学习和实践OpenCV的命令和概念。 课程将通过以下七个视觉问题,循序渐进地引导学习者掌握OpenCV: 1. 在《蒙娜丽莎》(Mona Lisa)图片中编码/解码秘密信息。 2. 为现有视频添加类似导演剪辑版电影中的“已用时间”标记。 3. 统计糖果的数量。 4. 通过摄像头视频识别并计算糖果数量。 5. 在卡罗姆棋(Carrom board)游戏中定位棋子(Queen)。 6. 通过摄像头检测员工是否穿着公司T恤在现场。 7. 统计盒子里的鸡蛋数量。 课程内容涵盖了计算机视觉的核心概念和常用技术,包括: * 图像与视频数据结构 * 图像预处理(如腐蚀、膨胀等) * 轮廓检测 * 感兴趣区域(ROI)检测 * 色彩空间转换 * 图像处理流水线 通过解决这些实际的视觉问题,学习者将能够熟练运用OpenCV来应对各种计算机视觉挑战。

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课程详情

This course covers the fundamental of OpenCV and it is designed to be project oriented. Instead of going over command after command available in OpenCV, we will be tackling various computer vision problems. And then while working through each vision problem, we will learn new openCV commands and apply them to solve the vision problem at hand.Below are 7 vision problems we will work through. The vision problems in the beginning are rather simple where you will encounter many new concepts and commands. As we progress through, the problems will get harder and they will build on top of the knowledge you would have gained in the previous problems.Encode/Decode Secret Messages in the Mona Lisa PictureAdding time Elapsed to an existing video, like in those director's cut moviesDetermine how many pieces of candy are leftCount Candy pieces off Camera VideoFinding the queen in the game of carrom boardDetermine if an employee wearing company t-shirt is present on the floor via cameraCount the number of eggs in the boxHere are the most common concepts your will learn and apply in this course:Image & Video Data StructureImage Pre-processing (Erode, Dilate etc.)Contour DetectionRegion of Interest DetectionColor Space ManipulationImage Processing Pipeline

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